{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "from matplotlib import pyplot as plt\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "name = ['angry','disgust', 'fear', 'happy', 'sad', 'surprise', 'neutral']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_filename = \"data/train.csv\" "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_df = pd.read_csv(train_filename)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>label</th>\n",
       "      <th>feature</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
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       "      <td>70 80 82 72 58 58 60 63 54 58 60 48 89 115 121...</td>\n",
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       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>151 150 147 155 148 133 111 140 170 174 182 15...</td>\n",
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       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>231 212 156 164 174 138 161 173 182 200 106 38...</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>24 32 36 30 32 23 19 20 30 41 21 22 32 34 21 1...</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>6</td>\n",
       "      <td>4 0 0 0 0 0 0 0 0 0 0 0 3 15 23 28 48 50 58 84...</td>\n",
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       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2</td>\n",
       "      <td>55 55 55 55 55 54 60 68 54 85 151 163 170 179 ...</td>\n",
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       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>4</td>\n",
       "      <td>20 17 19 21 25 38 42 42 46 54 56 62 63 66 82 1...</td>\n",
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       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>3</td>\n",
       "      <td>77 78 79 79 78 75 60 55 47 48 58 73 77 79 57 5...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>3</td>\n",
       "      <td>85 84 90 121 101 102 133 153 153 169 177 189 1...</td>\n",
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       "      <th>9</th>\n",
       "      <td>2</td>\n",
       "      <td>255 254 255 254 254 179 122 107 95 124 149 150...</td>\n",
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       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0</td>\n",
       "      <td>30 24 21 23 25 25 49 67 84 103 120 125 130 139...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>6</td>\n",
       "      <td>39 75 78 58 58 45 49 48 103 156 81 45 41 38 49...</td>\n",
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       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>6</td>\n",
       "      <td>219 213 206 202 209 217 216 215 219 218 223 23...</td>\n",
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       "      <th>13</th>\n",
       "      <td>6</td>\n",
       "      <td>148 144 130 129 119 122 129 131 139 153 140 12...</td>\n",
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       "      <th>14</th>\n",
       "      <td>3</td>\n",
       "      <td>4 2 13 41 56 62 67 87 95 62 65 70 80 107 127 1...</td>\n",
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       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>5</td>\n",
       "      <td>107 107 109 109 109 109 110 101 123 140 144 14...</td>\n",
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       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>3</td>\n",
       "      <td>14 14 18 28 27 22 21 30 42 61 77 86 88 95 100 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>2</td>\n",
       "      <td>255 255 255 255 255 255 255 255 255 255 255 25...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>6</td>\n",
       "      <td>134 124 167 180 197 194 203 210 204 203 209 20...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>4</td>\n",
       "      <td>219 192 179 148 208 254 192 98 121 103 145 185...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>4</td>\n",
       "      <td>1 1 1 1 1 1 1 1 1 1 1 1 2 2 2 2 7 12 23 45 38 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>2</td>\n",
       "      <td>174 51 37 37 38 41 22 25 22 24 35 51 70 83 98 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0</td>\n",
       "      <td>123 125 124 142 209 226 234 236 231 232 235 22...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>0</td>\n",
       "      <td>8 9 14 21 26 32 37 46 52 62 72 70 71 73 76 83 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>3</td>\n",
       "      <td>252 250 246 229 182 140 98 72 53 44 67 95 95 8...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>3</td>\n",
       "      <td>224 227 219 217 215 210 187 177 189 200 206 21...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>5</td>\n",
       "      <td>162 200 187 180 197 198 196 192 176 152 136 11...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>0</td>\n",
       "      <td>236 230 225 226 228 209 199 193 196 211 199 19...</td>\n",
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       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>3</td>\n",
       "      <td>210 210 210 210 211 207 147 103 68 60 47 70 12...</td>\n",
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       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>5</td>\n",
       "      <td>50 44 74 141 187 187 169 113 80 128 181 172 76...</td>\n",
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       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>28679</th>\n",
       "      <td>6</td>\n",
       "      <td>39 39 39 39 38 30 41 63 105 117 84 97 101 75 5...</td>\n",
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       "    <tr>\n",
       "      <th>28680</th>\n",
       "      <td>4</td>\n",
       "      <td>137 146 153 157 164 166 169 172 177 176 176 17...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28681</th>\n",
       "      <td>6</td>\n",
       "      <td>208 207 205 206 207 207 210 211 210 207 211 21...</td>\n",
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       "      <th>28682</th>\n",
       "      <td>2</td>\n",
       "      <td>10 10 10 10 10 10 10 10 10 10 12 2 45 117 122 ...</td>\n",
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       "    <tr>\n",
       "      <th>28683</th>\n",
       "      <td>4</td>\n",
       "      <td>178 142 131 130 145 152 125 92 115 142 149 158...</td>\n",
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       "    <tr>\n",
       "      <th>28684</th>\n",
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       "      <td>80 94 86 71 98 74 46 67 105 71 63 76 51 53 80 ...</td>\n",
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       "    <tr>\n",
       "      <th>28685</th>\n",
       "      <td>4</td>\n",
       "      <td>94 92 91 92 93 93 92 92 90 90 61 41 34 37 52 6...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28686</th>\n",
       "      <td>0</td>\n",
       "      <td>178 184 187 195 199 194 197 205 202 194 201 20...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28687</th>\n",
       "      <td>3</td>\n",
       "      <td>114 100 121 166 185 175 160 174 195 205 216 22...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28688</th>\n",
       "      <td>3</td>\n",
       "      <td>30 47 52 25 29 48 46 41 70 63 66 49 37 41 35 3...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28689</th>\n",
       "      <td>3</td>\n",
       "      <td>181 178 179 171 78 51 56 46 48 50 54 54 68 96 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28690</th>\n",
       "      <td>2</td>\n",
       "      <td>186 182 173 164 164 177 91 45 66 72 79 79 85 1...</td>\n",
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       "    <tr>\n",
       "      <th>28691</th>\n",
       "      <td>4</td>\n",
       "      <td>255 255 255 255 255 255 255 255 255 255 255 25...</td>\n",
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       "    <tr>\n",
       "      <th>28692</th>\n",
       "      <td>3</td>\n",
       "      <td>99 103 106 109 112 113 115 118 120 121 115 83 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28693</th>\n",
       "      <td>6</td>\n",
       "      <td>216 219 216 209 181 104 128 129 134 136 135 14...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28694</th>\n",
       "      <td>3</td>\n",
       "      <td>159 195 167 158 152 150 149 154 154 151 149 14...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28695</th>\n",
       "      <td>2</td>\n",
       "      <td>84 96 110 132 165 183 175 154 116 95 75 67 63 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28696</th>\n",
       "      <td>4</td>\n",
       "      <td>0 0 1 1 7 35 76 87 86 90 87 83 89 92 92 93 98 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28697</th>\n",
       "      <td>3</td>\n",
       "      <td>181 172 161 144 116 109 70 109 187 131 67 30 2...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28698</th>\n",
       "      <td>3</td>\n",
       "      <td>35 45 69 79 75 48 45 35 56 93 71 51 48 47 46 4...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28699</th>\n",
       "      <td>6</td>\n",
       "      <td>128 134 164 94 70 114 159 138 75 47 89 127 134...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28700</th>\n",
       "      <td>4</td>\n",
       "      <td>11 10 12 13 9 11 10 11 11 10 10 13 11 10 11 10...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28701</th>\n",
       "      <td>2</td>\n",
       "      <td>34 42 47 34 53 41 33 39 42 38 40 44 41 42 42 4...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28702</th>\n",
       "      <td>0</td>\n",
       "      <td>196 194 188 177 156 124 81 60 65 64 84 119 114...</td>\n",
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       "    <tr>\n",
       "      <th>28703</th>\n",
       "      <td>5</td>\n",
       "      <td>255 255 255 255 255 255 255 203 145 147 143 14...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28704</th>\n",
       "      <td>2</td>\n",
       "      <td>84 85 85 85 85 85 85 85 86 86 86 87 86 86 91 9...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28705</th>\n",
       "      <td>0</td>\n",
       "      <td>114 112 113 113 111 111 112 113 115 113 114 11...</td>\n",
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       "    <tr>\n",
       "      <th>28706</th>\n",
       "      <td>4</td>\n",
       "      <td>74 81 87 89 95 100 98 93 105 120 127 133 146 1...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28707</th>\n",
       "      <td>0</td>\n",
       "      <td>222 227 203 90 86 90 84 77 94 87 99 119 134 14...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28708</th>\n",
       "      <td>4</td>\n",
       "      <td>195 199 205 206 205 203 206 209 208 210 212 21...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>28709 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       label                                            feature\n",
       "0          0  70 80 82 72 58 58 60 63 54 58 60 48 89 115 121...\n",
       "1          0  151 150 147 155 148 133 111 140 170 174 182 15...\n",
       "2          2  231 212 156 164 174 138 161 173 182 200 106 38...\n",
       "3          4  24 32 36 30 32 23 19 20 30 41 21 22 32 34 21 1...\n",
       "4          6  4 0 0 0 0 0 0 0 0 0 0 0 3 15 23 28 48 50 58 84...\n",
       "5          2  55 55 55 55 55 54 60 68 54 85 151 163 170 179 ...\n",
       "6          4  20 17 19 21 25 38 42 42 46 54 56 62 63 66 82 1...\n",
       "7          3  77 78 79 79 78 75 60 55 47 48 58 73 77 79 57 5...\n",
       "8          3  85 84 90 121 101 102 133 153 153 169 177 189 1...\n",
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       "10         0  30 24 21 23 25 25 49 67 84 103 120 125 130 139...\n",
       "11         6  39 75 78 58 58 45 49 48 103 156 81 45 41 38 49...\n",
       "12         6  219 213 206 202 209 217 216 215 219 218 223 23...\n",
       "13         6  148 144 130 129 119 122 129 131 139 153 140 12...\n",
       "14         3  4 2 13 41 56 62 67 87 95 62 65 70 80 107 127 1...\n",
       "15         5  107 107 109 109 109 109 110 101 123 140 144 14...\n",
       "16         3  14 14 18 28 27 22 21 30 42 61 77 86 88 95 100 ...\n",
       "17         2  255 255 255 255 255 255 255 255 255 255 255 25...\n",
       "18         6  134 124 167 180 197 194 203 210 204 203 209 20...\n",
       "19         4  219 192 179 148 208 254 192 98 121 103 145 185...\n",
       "20         4  1 1 1 1 1 1 1 1 1 1 1 1 2 2 2 2 7 12 23 45 38 ...\n",
       "21         2  174 51 37 37 38 41 22 25 22 24 35 51 70 83 98 ...\n",
       "22         0  123 125 124 142 209 226 234 236 231 232 235 22...\n",
       "23         0  8 9 14 21 26 32 37 46 52 62 72 70 71 73 76 83 ...\n",
       "24         3  252 250 246 229 182 140 98 72 53 44 67 95 95 8...\n",
       "25         3  224 227 219 217 215 210 187 177 189 200 206 21...\n",
       "26         5  162 200 187 180 197 198 196 192 176 152 136 11...\n",
       "27         0  236 230 225 226 228 209 199 193 196 211 199 19...\n",
       "28         3  210 210 210 210 211 207 147 103 68 60 47 70 12...\n",
       "29         5  50 44 74 141 187 187 169 113 80 128 181 172 76...\n",
       "...      ...                                                ...\n",
       "28679      6  39 39 39 39 38 30 41 63 105 117 84 97 101 75 5...\n",
       "28680      4  137 146 153 157 164 166 169 172 177 176 176 17...\n",
       "28681      6  208 207 205 206 207 207 210 211 210 207 211 21...\n",
       "28682      2  10 10 10 10 10 10 10 10 10 10 12 2 45 117 122 ...\n",
       "28683      4  178 142 131 130 145 152 125 92 115 142 149 158...\n",
       "28684      3  80 94 86 71 98 74 46 67 105 71 63 76 51 53 80 ...\n",
       "28685      4  94 92 91 92 93 93 92 92 90 90 61 41 34 37 52 6...\n",
       "28686      0  178 184 187 195 199 194 197 205 202 194 201 20...\n",
       "28687      3  114 100 121 166 185 175 160 174 195 205 216 22...\n",
       "28688      3  30 47 52 25 29 48 46 41 70 63 66 49 37 41 35 3...\n",
       "28689      3  181 178 179 171 78 51 56 46 48 50 54 54 68 96 ...\n",
       "28690      2  186 182 173 164 164 177 91 45 66 72 79 79 85 1...\n",
       "28691      4  255 255 255 255 255 255 255 255 255 255 255 25...\n",
       "28692      3  99 103 106 109 112 113 115 118 120 121 115 83 ...\n",
       "28693      6  216 219 216 209 181 104 128 129 134 136 135 14...\n",
       "28694      3  159 195 167 158 152 150 149 154 154 151 149 14...\n",
       "28695      2  84 96 110 132 165 183 175 154 116 95 75 67 63 ...\n",
       "28696      4  0 0 1 1 7 35 76 87 86 90 87 83 89 92 92 93 98 ...\n",
       "28697      3  181 172 161 144 116 109 70 109 187 131 67 30 2...\n",
       "28698      3  35 45 69 79 75 48 45 35 56 93 71 51 48 47 46 4...\n",
       "28699      6  128 134 164 94 70 114 159 138 75 47 89 127 134...\n",
       "28700      4  11 10 12 13 9 11 10 11 11 10 10 13 11 10 11 10...\n",
       "28701      2  34 42 47 34 53 41 33 39 42 38 40 44 41 42 42 4...\n",
       "28702      0  196 194 188 177 156 124 81 60 65 64 84 119 114...\n",
       "28703      5  255 255 255 255 255 255 255 203 145 147 143 14...\n",
       "28704      2  84 85 85 85 85 85 85 85 86 86 86 87 86 86 91 9...\n",
       "28705      0  114 112 113 113 111 111 112 113 115 113 114 11...\n",
       "28706      4  74 81 87 89 95 100 98 93 105 120 127 133 146 1...\n",
       "28707      0  222 227 203 90 86 90 84 77 94 87 99 119 134 14...\n",
       "28708      4  195 199 205 206 205 203 206 209 208 210 212 21...\n",
       "\n",
       "[28709 rows x 2 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3    7215\n",
       "6    4965\n",
       "4    4830\n",
       "2    4097\n",
       "0    3995\n",
       "5    3171\n",
       "1     436\n",
       "Name: label, dtype: int64"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_df['label'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_images(images, cls_true, cls_pred=None):\n",
    "    assert len(images) == len(cls_true) == 9\n",
    "    \n",
    "    # Create figure with 3x3 sub-plots.\n",
    "    fig, axes = plt.subplots(3, 3)\n",
    "    fig.subplots_adjust(hspace=0.3, wspace=0.3)\n",
    "\n",
    "    for i, ax in enumerate(axes.flat):\n",
    "        # Get the i'th image and reshape the array.\n",
    "        #image = images[i].reshape(img_shape)\n",
    "        \n",
    "        \n",
    "        # Ensure the noisy pixel-values are between 0 and 1.\n",
    "        #image = np.clip(image, 0.0, 1.0)\n",
    "\n",
    "        # Plot image.\n",
    "        ax.imshow(images[i],\n",
    "                  cmap = 'gray',\n",
    "                  interpolation='nearest')\n",
    "\n",
    "        # Show true and predicted classes.\n",
    "        if cls_pred is None:\n",
    "            xlabel = \"True: {0}\".format(name[cls_true[i]])\n",
    "        else:\n",
    "            xlabel = \"True: {0}, Pred: {1}\".format(name[cls_true[i]], name[cls_pred[i]])\n",
    "\n",
    "        # Show the classes as the label on the x-axis.\n",
    "        ax.set_xlabel(xlabel)\n",
    "        \n",
    "        # Remove ticks from the plot.\n",
    "        ax.set_xticks([])\n",
    "        ax.set_yticks([])\n",
    "    \n",
    "    # Ensure the plot is shown correctly with multiple plots\n",
    "    # in a single Notebook cell.\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "class clean_data(object):\n",
    "    def __init__(self, filename):\n",
    "        self._train_df = pd.read_csv(filename)\n",
    "        self._distribution = self._train_df['label'].value_counts()\n",
    "        self._train_df['feature'] = self._train_df['feature'].map(lambda x : np.array(list(map(float, x.split()))))\n",
    "        self._image_size = self._train_df.feature[0].size\n",
    "        self._image_shape = (int(np.sqrt(self._image_size)), int(np.sqrt(self._image_size)))\n",
    "        self._dataNum = self._train_df.size\n",
    "        self._feature = np.array(self._train_df.feature.map(lambda x: x.reshape(self._image_shape)).values.tolist())\n",
    "        self._label = self._train_df.label.values\n",
    "        self._labelNum = self._train_df['label'].unique().size\n",
    "\n",
    "\n",
    "    @property\n",
    "    def distribution(self):\n",
    "        return self._distribution\n",
    "    \n",
    "    @property\n",
    "    def image_size(self):\n",
    "        return self._image_size\n",
    "    \n",
    "    @property\n",
    "    def image_shape(self):\n",
    "        return self._image_shape\n",
    "    \n",
    "    @property\n",
    "    def dataNum(self):\n",
    "        return self._dataNum\n",
    "    \n",
    "    @property\n",
    "    def feature(self):\n",
    "        return self._feature\n",
    "    \n",
    "    @property\n",
    "    def label(self):\n",
    "        return self._label\n",
    "\n",
    "    @property\n",
    "    def labelNum(self):\n",
    "        return self._labelNum\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = clean_data('data/train.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "7"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.labelNum"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "a = pd.read_csv('data/train.csv')['label']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "sample_images = [list(a[a == x].index)[0:9] for x in range(data.labelNum)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 9 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 9 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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RxlGMJnMTAMDMzAzC4TAKhYKFKkFMiONEvJD4Ei20er0uc9xut+H3+xEKhQQDKhaLCIVCqNVqlsoknU4HV69eBWBuQpfLhUgkIowE0jyazaZslGg0CsMwJLMkl8vJM2sAntYhsUwdFBgl0Vheu93eZ70FAgFkMhkhM3Of8JparSYGDy3KXq+HarW6r5wbAyg63U/TYtrttvyuAyGpVMqS5sk1QlyfWWY6sEsP8E4OORsztMUWW2zBHViGrPHXbreFyEwNf+rUKYRCIXQ6HcF8er0eNjY25Jrp6WmEQiFsbW2Jmfz222+j0Wjg8ccfx/z8PIABx01HDLvdrqSIUYgP0rWt1Wr7Kt6QE6UxrlqtZrFmvF4vSqUSMpmMRFNv3rx5oMH8MIgu6Dk2Nib1B3VyfSgUsrg0zEXm+O7u7uLatWt48803BU8aHx/HsWPHBJcFBuyDra0ty0leKBRknV2+fFlS5zhXY2NjiMVigvMCwOHDh5FIJMTq7Pf7mJqaYvFWACY2nclkUCwWxZoZdVwY2A8HEYMPBAISKaZlx2sJPRWLRRlfYsKaIgcMWBnaw9NRX/IHNTXKMAxsb28DgMxpOBy2uOD1eh3j4+NYXFy0uP30Lu4q6VpTYNxuN3w+nygfADhy5AhisZilKsjKygq+9a1viWk7OzuLBx54AIcPH8aFCxcAAMvLy9jd3cXrr78um2dqagrz8/NSRZlfvtlsWtxkkkEpzIvUfCeNSfA+pORod8ntdmNra8vCXRs10TmjOudYVzP3+XyWoBVgHhwspruzs4MLFy5gfX1dSmVFIhEsLy8jHo/LvMzOzqJarUrxVsB0kw3DkGCJ0+nE3NycuGTAYP5I6OdrtVrNElShG6U5pax2PVwsYpSFc0nl5PP54Ha7xbABzPEtFouyj+v1uigcGiLFYlHocFREukQaDx4qwkwmA8CENDqdjihFwKTbGIaBUCgk0Iff78fExIQl3z2VSmFmZkYCtHy2SqVy4GIcBy7UMJyUXSqVRHkcPXoU6XRaNhFgJvZvbm7i9ddfBwA899xz8Pv9OHnypJCbXS4XdnZ2UCqVBGPyer2YnZ21bM5ms4lcLicKjNU1WOeM9wIGKX4AJEtFJ5rz+TUfstPpIBKJiCUyiniSTrLf29vD2NiYZPAAZvCCGC0t+7feegvXr18X6zGbzUrwhfXwCoUCcrkcMpmMzEs0GkU6nUa325V73bhxA/l8Xu7FyPL8/LwEZObn5wXD4vs2NjbQbDYt80mmA+f9dllNoxpN1gqCqYvc2+FwGC6XC+VyWZTT1tYWVlZWsLGxIe+pVqvwer1SKi+RSMDhcEh0GDCVVSwWs2T8NBoN7O7uigKrVqtot9soFouiWJkCqutder1eXL9+XTw3ZsHNzc3J4dnpdNBoNFAqlSz1Nt+NHJhao1PcaDrz5D1y5IiFJsPXPvOZz8ipUyqV8NJLL+G1117DY489BgC47777EA6HLRYIAVQOHmBOwMbGhixmUmto5fF9PFV0CD6RSFjIvsyA0W4yC1byOlqpoyQ6dSoej8Pn86HRaFg8gmAwiK2tLSwvLwMwlabP55PNxNYAhUIBu7u7AAaHVDablfHtdrs4c+YM5ubm8P3vfx/AgH3AgzIWiyEQCKBWq2FtbQ2AuYYmJycxPj4u8zc/P4/FxUVxr1OplJC19UFJCEWnmY2iDEeTtYdFyyuXy4nCWlpaQqlUEm/p1KlTCIfDWF1dlXVAQj0zlPiaz+fD+Pi4rKFcLmcJqLTbbVGCLMT74IMPirXI57py5QpcLpfAVzMzM0ilUkin0xJcYzZUqVQSxgDv/cvE9hFsscUWW3AHPENaDTR7e72eWGB0kTUO4/V6cfToUTz00EMAgDfffBO/93u/h1arhbGxMQDmyXDjxg3Mz8/Lfefm5jA2NmapcUbCLl3uXC6HYrEo/DXANJ2JWdKtmpiYEEsCMN0AWrbEFegma1B+FC1DYNAlbWVlBXNzc0JHAcy5yufzKJfLMldnzpzB4cOHxWpYXV3FxYsXUalUxKVpNBqyTnhiFwoFeL1ejI2NycmeSCQQi8WEigWYhF+C4oBpIbzyyitSeBYAHnroIYyNjVncazYC4zwSXPf5fJY0s1EUTa2p1+vY29uT+QsEApLvq/mYk5OT+OhHPyq/b2xs4JOf/KRAFd/5znfQ6/Xg9/vl/qxHySAmYGJ/kUhE3ufz+VAsFuFyuXDmzBkA5hr67ne/i0QigWeeeQYA8MADD+CHP/yhpSBzt9tFKBTC1NQUAHOtdLtdnD9/Hm+//TYAiBfwy+SOlSGjh+12WxZkIBAQzg/dolAoBLfbjY9//OMy+FevXsXU1JRslFgshgcffNASTTp27Bii0agU4wQGhEryGguFggC5utpNPB4XjhxgYlNut1tA+L29PXEBNS7Izni6rNeoiQbES6USNjY2LLiQy+WSA4iHxj333AMA+Na3vgXAxO9YTZpjHovF0Ov1MDExIRBKp9PBD37wA1SrVcFpa7UaksmkuFRLS0vI5/M4ffo03nnnHQDm/O3t7VkK9q6vr+Ps2bNywPr9fsl55SZnxLJer+8rATZqwjW+t7eHcrks7iwwqAajKwX1+32cOHFC3v+3f/u3yOVyOHfunCire++9F9evX8exY8csRRm63a7kGvO1UCgkZf56vZ7gyeQnX7lyBVeuXEE8Hpe5evbZZzE+Pi73ZtAnHA6LDuJ6aDabsmbfLS58YGVIBVEsFoUNrks+8Xc9GG63WzT3s88+i/X1dezt7cnpwTp3/X5fvtTc3JxkPugyWx6PR4DRarUqmQi0LE6ePClJ57QMW62WpTIyCzJEo1FLhIsJ6j+vsvaoCMd7Z2cH9XodoVDIUr6fJbd034mvfe1rljaS4XAYa2trsuB3dnYQjUZRKBTEQjx06JA0CKPVfuPGDezt7YkVUS6XEQwGLcrwypUrCAaDOHbsmMzf3t4ecrmcWA3hcBiPPfYYrl27JmvP7XYjl8shm80KFjaqhRpoUPzgBz8Qmhn3LHvQaIrcoUOHEAqFcP36dQDmXtzc3MTKyoowAUKhEMbGxqQ3OjDoYaNpOUyeoPKl9dntduXwjEajOHbsGIDBYbu7u4tIJCL7khYosWHA3Nsul8vCQLgr0WSHwyHcn+3tbXg8HtRqNfmSrVZLftaLTOcJM0o8Pj5uKczJ6C+jj0zH08UhXS4X7r33XgHXy+UylpeX4XQ6ZZJqtRoee+wxZDIZAdzn5+dRqVQktejo0aMIBoP7aBjAoEnRqIquE8hS7TpyTKqDjvI9//zzKJVK+MxnPgPAtBAvX76MSqUi8Eij0cBrr72G3/7t35Z5LxQKmJiYQCAQEOV09epVzM7OygaYmJiAy+XC5OQk/vAP/xAA8Ou//uvyN87V9vY2rly5Ir+Tj7qwsCCblfSQvb09WVO6dcAoCYMQwWAQoVAI+XzeUiqNAU99wNVqNYnWnz59GocPH8ahQ4dEme3t7YnnQKOJLrK2DNlmQBcB3tnZQbfbFSUdDoelxQQPXVr0ugScx+NBvV63BFCpezjH79aosQMotthiiy24A9I1q7w4nU7pYsaTvlqtotlswu/3WyxETXh2uVzw+XxCwQGslXA0N7DT6QguCEBoErzXJz7xCYyNjeGNN94QrOFHP/oRfvazn+HEiRNyMly9ehUPPfSQnEykCJBlz+8DDIi5wGiW/e/3++K+bG9v48UXX8TExASeeuopACYmw+K4BKjb7TYmJycFr0ulUshkMjh79iwOHz4MwLTUpqamMDExIWT7mZkZ4aDRvY1EIrh48aK0ll1YWBDLg7BHMplEo9FAsViUdZZOp4VOA5jz2Wq1EIvFxPpj3TvdvGpUM1BWVlYAmN7cqVOn0Gw2LT2odYEUYFD1mlbWwsKCWI/0JPx+P3q9HmKx2L6WG7pwAulN3F+ESDKZjOxDj8cjpf91vrKukK2pUvw8Hcs4qBxYGfJhWWGGOAww6GfLHiPA/sbvxAZ1YjgT6HXAgik7uqG71+u1lHdiBDiRSMjmuXLlihBCmRHBoA7dKzLug8GgpRoLAIv5PqruMhVEKpXCo48+ikAgIDhqOp0WiIEHyaOPPopkMilK5w/+4A8QDAYxOTkp1/Bw63a7wgZg9Fd3QHvooYeQSCTkcItGo3A6ndjd3ZUFzqCc1+uVIA6J9Tw4PR4P4vE4SqWSReHx8CamNYrKkO0XAHO9E0+nS0w3VgcTGR/QwS+m3elqUDRWdPUp8g51WS+2BwDMfX348GFLtSvGGnRZNhLDdZoti0Dw3sFgEJ1OB5lMRg7nu0a6ptXAxarLhZP9rSsVk8KiI0k8FXSPVBKeNa6ggzP8UrrCMjBIGSPWEI1GZdAeeeQRACb4y2wHwMSaGKjhqaarbuveLKMmmqw+MzOD2dlZIckCkGZePp9PFlswGLRUSmZ1mnA4LLhitVqV4AsDYMxrJ24FmIrugQcewFtvvQXAtAaPHz+OjY0NmStmPtA7ASDpebpyjsfjweLiony3Vqsl9xjVg47C/ckWuQ6HQw4IBi11TxkeWsOtOnXWTzAYFMtbtwehstKZZFra7TY8Hg9isZjoElYy8vl8onOoWHkoUodoZRcMBrG3t4disSiexLtlhRxYGeoHYdoUP5Q9TLX25uu6nBK/BIHtWCwmFoC21IZNXU4E70Uw9fHHH8eRI0cAmFQMnmpUfuPj43A6naJ8WbShXq9bisnye41yNFkrw6NHjwoATguPJbwqlYpE8NPptKWZFxdwPp+XQ7NSqWBsbMySxeD1esUj4L2i0SgymQwWFhYAmFHoQCCA+fl5cZfIZABgoU/ppudsN6HTMHd3d5HL5SzBn1E88ABYXE2W3H/iiScADOhGmjNMV1TnKne7XcRiMTEsaOEP9y1iDQBt/Ax7gcDA8+PzUany74TRtHfKzBlN5aN1yIPPDqDYYostthxADowZ6raLxBBZdktfp01hVrsFIFjB+vq6pYItQVvdKpBFWrWFqHu3Evdot9uSsXD8+HHJPR6udq0r+Q6b7Bo81mWKRk20u0QCNCsKAwOc1u/3WwqpRiIROdWr1aq4KhzzsbExJJNJZLNZsTxJhud9AUiTLs5xPB6XMlwE2sk/Y6Vs/qyr33B+a7WavJbP5/fhwaPoLhuGId7c9vY2SqWSUFuAgWurqxINQ1vsmKj5iawVUK1WLfig5h0DkOrmul0IPRBt4THgpXWJ7nLJqjm6xSiDtWNjY5YCHe9GDky6JoE1m80KcZKZJLq3qiZBMnLLh+31epiampJr+IV0uX66q7qWXr/ft1S+Znl5EqYBSMN6jS3oxtT6u7RaLXHjmBDO5zvIIH6YRJNjY7EYUqkUVlZWBBB3uVyIxWJwuVwyf3RLdPe6SCSC8fFxC767uLiIRqMhQQ9WR9Fz7Ha70Wg08MYbb8gznD17FvPz86LU1tfXEQ6HLc+azWYteG8mkxEXXCfqE3/SJPJRFOK9S0tL2Nvbk/EEsC8oQdEtN3hAMtDJv2tlBcACnzBA4/V6US6XZX8xrqArVhPW0uRsBnCGMX39rP1+H26325KddFeUocvlkhNleXkZoVAIMzMzoiAjkQii0agU/+QA6V7HVHiGYQhlQjeW5/vy+bxEuXQRSKb8AQMrUZcZ52cCA8tu2OrsdrsSqb5y5QoAWNpMUkZRGfb7fak089RTT6FcLlsi+oCJwaZSKTngMpmMpN8BJobIaC9xm2w2a2n8BAxaS+rmTuVyGW63W6zAaDSKxcVF+Hw+3H///QAGuHOn0xEFyfx0nUVRLpelzQQwwMC09T+KcwxAMGDmBB8+fPi2SQiaqgQManzSeNH9aziu2pPTlqNuv+B2u0WJkpAdiUQs7WN5kHGOGCwd7nekDRjem/1vDiKj5wfaYostttxGDmQZslsVAHzxi1/E448/LqXhgYElplsxDqfGsEaZLhz505/+FKFQCAsLC5YWkZ1OB4FAwNIkSnfHIrahhTjjsLurXfB2u41qtYrFxUVJ4yOmqC3MUbUaNL2B0TxWOGbEtlAoyByvra0hmUzK+M7MzEhKF0/6RCKxr6FXLpeTqCTvtbKygp2dHbECZ2ZmsLKyItxEwKx/ycY/nONYLIZvv4jDAAAgAElEQVStrS2BPXw+n+BXOsKsi70Co8kYAAbfm2Ohu0cS+9PwE6ub6/a7dEn1a+VyGa1WS1xbusDVatVCwdNz53A4xEKlK00rn+R5/Zpu/saC03yNXOdKpXLgQisHdpOfffZZABCuWKvVkoVMKgM7YvGLUgECpkuVy+Xg8/lkMG7evIlisYitrS1LV7yZmRmLEmPLSGJVOpTPSWOvXM1KJ8+RyrfVamFtbQ2vvfaaVO4lp0mXlx9F0YB1LpfD1NQUfD6fuLuAOc+6mjF5nDpzhwuYueZbW1tYXV3F/fffj8uXLwMw282ywtHW1hYAs+iDx+MRd3p7exvhcBinTp2SIqJutxuzs7OW8vIul0s67QEmzKI3KWBilMSXRrEikRZ+/0OHDqHZbGJ7e1sCWzoYQWHRBo2/0wXWXevy+bxgwYAVD+T60EoXGLjEq6urgmUmEgnBknV2GDDAeTUsoovJ8nMP2rbjQMowHA6LEtRZA9T4tCJ0M5adnR1L8ydWyFhaWhLc4vjx43j++eeRzWblfdevX0c6ncbZs2cl2T8Wi6FSqVgsQ91+kM/Ff7qaL/siACbRmoUEWBBgY2MDly5dAjBYBKNqGTKjKJPJYHx83FLUotFoSKUgbp54PI69vT2Zz1AoJAcWldyVK1eQTCZRKpXkNZaOqlQqsqhXVlZQLpcl1Y+tA86dOyfcw62tLcRiMUs2ErMmuMH4vNFo1ALUM2CjMe1RFCqrWCyGM2fO4Nq1azJ2VHC0DoFBC1cdOWaKHb2GTCYjfY6HexZrVghbhWrLMBAIoFKpyEF58uRJRCIRC0ZInqP+XVfSAkxlSLL/QfvcHEgZapOYFU3I9NcPUyqVBLxkriuBbqfTiVdffRXRaFSyBaanpxGPx3Hz5k08+OCDAExXiDQMBmgIoFIB0jLQRGlNx+GzsoQXrZu1tTWUy2VL1ZNLly7JwB602sWHSTTtaH19XXKL9eIuFApIp9NiRWcyGYTDYYkcE74oFotSOSgWiyESieB73/seXn75ZQCm4rv//vslDxUwAyGFQkEqDC0tLWF6ehof/ehHLTms+Xxeiv8C5hxryMTr9YrSI7QDQOg+ox5NpjsaiUSwu7tradbOZARtDNBlpoJh5LjZbErfItYHLRaLePPNNwGY837y5Ekp+sr7v/HGG9Ki4cSJEzh27JiFofDKK6/gkUcegdfrtVh72lVnqp5es8xdjkQi+yrv/DKxAyi22GKLLbiDdLzbUVg0P6ndbgulATBdptnZWUmXa7VaUl9Qu7aPPvooZmZmBDhnvqrP5xPL0+FwwO/3i9VJK1Hzy2jO0xQHTJepVqsJZaTRaCAej8Pj8YhZnslkLKfO8HcdJaGFkM1m8cYbb2BhYcFi/Xe7XWSzWXFRg8Eg/H6/pYsZ55Yn/cTEBLrdLhYXF4XO5PP5cPXqVcTjcbEqWVWbkIbT6cTZs2clIAKYbWR3d3clIAIMamlqrqPP57MUDSG3rV6vH5iQ+2ETjkkqlcLGxoZlLBlM1GNDGo2GqNxuN27evCn7MRKJIJvNYm1tTQrxMtVWS71el4pCgDkvW1tbmJycFBgum83iypUruP/++y16RlunTNfTXgu9kkKhgNnZWQADGtEvkwMrw2HRAQ5GjZrNpmwUEiV1ZYvJyUlLzmi9Xke5XMb09LRw1XgtPwOABGeGcYtGoyH3arfb8jsniXw0vaFDoRCy2axgUywwoTlSowiys4IQYB4iq6urlnlh5oDGfKLRqLSbBAbAdqvVEiWXTCZRLBbx5JNPCkher9extbWFt99+W5RfPB5HOByWrKYzZ87gxIkTlrzYcDiMYrFoOQTJL9OsBVZc1ngnFSZd/FF1k3VmUCKRwNLSkgVbJWtA4+66vJ3D4UC5XMbu7q7klTNANT4+jk996lMAzP1Yq9Us5Gz2wub7Go0GAoGApYrUsWPH8MYbb2Bra0tqDFAh6zmjm8znpOI7ceIEzp49C+AuVq3RMpwKQ99dl93hw1N7d7tdKeagrYepqSk0m0354p1OR06Q4bQdilaGtETZoJrlxvma3++XZ/r617+OQCCA5eVlAfMZ0WJJe2A0lSEXFwCJHupeysSAdYVonTgPDPClWq1m6Z3S6/Vwzz33WJpE1Wo1HD9+HFevXgVgboLp6WnZKPQOdNUTViWi9cfP1OuAQLoO5vV6PWkIpTMWRlF08PPhhx+G1+sV44HW9DA5XTM0+v0+tre30ev1LG06eQBxHgBzbiqViqVfdrfblSbyjEo3Gg3Zs6FQCOPj49jY2JA1dLveRJxfnb758MMPW+Ib71buWBkyaMGABTCgp+gob6vVQrFYlJNYR4B4yrA0z3PPPSfBko997GPienFCms2mJVjSaDTQarWkJhtgRqtrtdq+bIRYLIYf/ehHACCpXsBgYNn3V1u1oy60BnSjLmBQXUTzv/T/zWZTfqbSpLXudrtlcZdKJUnNZL9cAvmaFsMS/oxaptNp+Hw+VCoVuT8jy7p+Ii0Grg1CM7og8ahCIVqpud1uPPTQQ5IR9s4774hxoEvb6WpU7XZbosfabfV4PJagBzsrhsNhObiGo8C06IehmHQ6jaWlJYvu4OEMWK163jsajUrXvIMaM3YAxRZbbLEFd2AZ6pOChGdqaKfTKVaerhztdDotbiyJ2tpMTqfTyOfzeO655wCYWSnnzp3DAw88IKFxmtH61KnX66hWq3J6tFotOBwOS200h8OBarWKn/70p/I7a+kRC2OHPl3afBSr1mghV1P3LCZU4ff7xboql8uC2QGD6skkXAOQSia6gEY4HJaisLx/NBq11LIknSqTyVhcO3oknCNWXB6ueanxZF5XqVRG1j0eFh2c4F5g73HN4yTljHsxl8uhVqshnU5bKCysFcB7sVCLxvXI9+TcEftl21/AXGderxfRaFSyitLptAUz5Gfp7njDxPGDyHsq7soP1UqDipAPQ3yGiokkWIfDIdGearWKfr+PM2fOiML6zne+g/Pnz+Ps2bN4+umnAZhseV0AFhhEEfkMgUBAFLQuTPnmm29KZz+fz4d+vy+9PIBBb5atrS2Z8FEsCT8s5JJpHqfuZQFAGpBzTVA5AhDXlnBGuVyWtcAKRMQAAZNsf/PmTeGlAma20+TkpHxeqVRCtVq1KGC6cLqSTiAQQLPZtChGYJASaos124TjlEgksL6+bumHU61WLdATifeAVRc4nU6BnIBBZPp2B5fOGmOEX+9tj8eDUCgkrw0nU+iqV9zHsVjsjg+6A5fw0lYgX9Obg9dwkBkE0cRJKkNeQ8b6Zz/7WalLeOPGDbz99ttYW1vDSy+9BGDQnlDnL/Jz+ZpuM0BMq1qt4vz58/I9wuGwYCWkkTidTkQiEfj9fsGdRj01j5LNZqU9KzAgtnPsSI3ROBSVlS63lM/nUSwWpWH8z372MywuLopVDpjpd7lcTqwBh8OByclJPPTQQ4Irnjp1Ci6XC8lkUuaq0WjA7/dbNuhwxRX29NDehS0DoRIhQb5QKFhoVrrKNANUmijt9XolmKEj+Ay06qZw2nvk351Op4WFQq9SW6/a8GLE2+FwYGJiQp5Bp/4dREbbD7TFFltsuSUHdpN1LihdZE1d0ClwwKB4Ay3KRqMhVpymZJAQyxxmn8+H3/qt37KcMtlsFrVabV91ZFbUAAaFITT+8Prrr2NtbU2shvHxcXlWUnlqtRqi0SgikYilafWoi9PpRKFQEB5gKpWSzmV6LejiBx6PB9VqFSsrKxbCczabxeLiIl555RUA5ry1221sbGzIHIdCIdx333247777AJguMvmrtPSuX7+O6elpmTsAUo1Gt5ol9UoXBNDfCxhdnuGwaOw/FAohEomgWq1aiito2IiegfbKPB7Pvh4zxJibzaZcxxqWFMJcHo9H9ihxYeL7AIRmR0uU+G86nRbLELhzhsCBlOFw9gkHUCdgD/dCDofDloKsu7u72N7etuBQAKRVoaZn5PN5y6aLRCKW7AEC7dycFHIPmft46dIleDweYcInk0mh0BDordfr0gxpuAPgqAoPvEqlIsUbksmkBFXoQg23SQiFQpLA/+Mf/xiAiRUfO3YM4+Pj+OIXvwjAxKZY8JXK1u/3Sy9lYFB5m4crYOaWLy0t7WsOpEF5usm68G+r1UKpVJLOa7zOFlO0QZFMJrG5uSlz7HK5UK/XLZWo6bZqHJEtGnSBh+FSe7pyNWDOHVsIUPElk8l91WroRnOvk9fM9rXAYM3eibwn0rVOfePDUiHygcgn5Kk8NjZmqXXG/wm+spL2+vo6bty4YSkRRKH12OuZ/VfJQwPMgd3b2xOlC0AS9jnQBHD9fr9EPEulEiqVCqampiwVeW0xx5RjOTk5KWRm3WQcGFRBDgQC0kielWbOnTsnILeOOjNLRfcxbrfbUlRjc3MT9XodiUTCoiAJlOssIy3EEJkBAUCIvbr5vK0M90u/38fY2BhCoZDsq2AwaCnVT8tNV5HKZDK4ceMGCoUCdnZ2AJiKb25uDvfcc4/s23q9jr29PbmmUChIGibTdvv9vuB/VKzsl00lWa/X4fP5kEql9tUh/UCiydpyo1VGRUfFN9z8RYPZTKnRbhVNcDYaAsw2lfl8Hmtra5aTQBNmmU9pGIYs+M3NTZRKJcuAkDZAy5D5zceOHZPJ3dvbw8bGBo4ePSrPPurKUH9/XV6/UqlYaDOlUgnhcNgyx3Rvzpw5A8A83YvFIur1uljc+XwehUIBvV5PoAmSZbVlcejQIQuVh/Sp3d1dSfcjGZ8WJn9utVqyfnZ3d7G3t2cpCW8rw/1CWsv09LTUkNSBRl5DA4OMgZ/85Ce4ePGixVNzOBxYX1/HpUuXZE6Ha5DSk7t69aoQvz/2sY/JAan7KWn90mq1MDY2hkAg8L6U3bMDKLbYYostOKBlSCCbP5Mwqy08zSsCBqcAhaY1q17wXsCgbDgAsfh0bildcrpLfr8fvV4P29vbkmNsGAZisZiFr+RyuRAMBi34Rzwex+zsrOCKwICcTQrHKOYma6F1rTvMbWxsSNc8nvQs26/zhHO5HCqViox5t9u15L4CgyKw7K4HDHBgrrN0Om2pVASYrlcikUAmkxFXKxgM7qt1ScI28c61tTVsb29LwQZ+R1uswnQ5djEEBpi+DqjwZ1aD2tzclFay/BurTmk8dzids1qtCn/15s2bcs+pqSlL9ZxOp7OvOyaJ+7dL0TuoHJhnqMnU9N+1smOUliZwo9FAs9mU6FK9XpcvrgFUDXIDJhhbLBbh9/steJAuNcQioJlMRpLFZ2dnUSwW9xWB1NyjVColXCoNzIdCIeRyOUsBS1sGFYYBE07I5XKYmJgQhcUMAo3lMujBeWElaofDIS722NiYcBZ11SG32y3uLxc3D19+HmDO197enrxPB0ZYKaXdbovrlc1mBfca5QK+txN9KOhDUGcCEcMDIPy+brcrhkgwGEQ8HpfMMsDcayRPU1i/gHPeaDTgdDotB+rOzo60I+a+5TPoCtm6aKx+9juRA2OGOgihAyXAoIqM7mdLVjm/ODMCCoWCYEelUgkbGxsoFotS3snv94vVyU3H0v086XO5HPr9Pqanp6XAA1sVMssEGESdeO9AIICZmZl9DW+GcadRT8fTwgOi0WhgY2MDkUhEqmCzoAOF5bvYaJzv08Rs3pMeAi0/HpK6zzYtB84VK6zo8nFMo9Qpgvyf62V3d3dflRNbBqL3i2EYUoofGLR15Xj7fD6Uy2UEg0HZJ4lEQsqrcT2EQiFEo1Ekk0nZx06n0+IN0IAi9giYhk6z2UQymZS14Pf7EQqF5D4624jyXub1wNQaDYwC1g73dFN0xgnzVGkZklfGHGUAePHFF3HlyhWpYAKY2SbT09PY2NgQMzyTyaBUKsnGTCQSmJycxPj4uCVVi8+oLZfDhw9LAMXn88Hn82F7e1sGLxqNivmuA0KjKLdbUDoYRb4gD0ZaeDrKx2guhXMSCATkddZFLBQK8l4egjz9y+WyZDZQwbE7ny78q3vs8Jper4ednR2sr6/LcwGDLCg+gy3WOef46JYe1WrVYhkycGIYhjBAeM3CwoKwAcg+0GXTGHjhZ9JKTKfTlpRJskSGUwZ1ywKm0b4fcIdt+thiiy224A4sw+H2m9p9IdOcriowsBb5+8rKCl5++WXcd999ErzI5/PweDwIh8PiejWbTZw/fx5ra2vyXq/Xi2AwKHy1RCIhvEWdzB0MBrG7uytmNwsy8JqpqSkpPqq5a/xuw4EdW6zSaDSwvb0tdBi3221ZG6wkFI/HLTQoUqq0FeJ2u5FMJi1UGrrZACxYpO71y4IdmkNYq9UEH6R1mslk5P3AIJfe5pLuF11wYbhtQ7lctsBGDHB2u12LJzY5OYn5+XmsrKwAMPco4TSuF8YbdFvgcDiMZDIprXsDgYB4A1wLrVbL0pJWZ0LpSjZ3KsZBzEvDMPYA3LzjT/vPJ4f7/X76l1/24RF7jj/8Ys/x7eVAytAWW2yx5cMqNmZoiy222AJbGdpiiy22AHgflKFhGEnDMN649W/bMIwN9bvnl9/hjj/3fzEM4x3DML56tz7DFlPsOf7wiz3H7zNmaBjGfwVQ6ff7/9fQ68atz3rfwrOGYVwH8JF+v7/9Hu/j6vf7nV9+pS2APcejIKM6x3fNTTYM45hhGJcNw/h/ALwN4JBhGAX1988bhvEPt34eNwzjG4ZhvGoYxgXDMB77Jff+BwCzAL5nGMb/bBhGyDCM//vWe183DON/uHXdUcMwXrr12s8Mw3j01usfNwzj/zMM45sALt2lIfjQiz3HH34ZqTlmIvT78Q/AfwXwv976+RiAHoCHb/3uAlBQ134ewD/c+vn/BfDYrZ/nALx16+dHAfz9z/msdQCxWz//nwA+f+vnOIBFAD4AAQC+W6+fBPDTWz9/HEAFwOz7+f1H4Z89xx/+f6M6x3c7F2mp3++/+i6u+ziAE8aAMBk3DMPf7/d/CuCn7+L9nwDwKcMw/vdbv/tgnjh7AP6bYRj3A+gAOKre89/7/f4qbHmvYs/xh19GYo7vtjLU7eV6ADQ93Kd+NgCc7ff7LdyZGACe7ff7S5YXDeP/ALAG4L8AcMM8RW73bLbcudhz/OGXkZjjD4xa0zdB17xhGAuGYTgAfFb9+d8B/Al/MQzjgQPe/jsA/lS9/9du/RgFsNU3beo/gHUSbXmfxZ7jD798mOf4g+YZ/m8wv/BPYGIFlD8B8IRhGBcNw7gM4H8CAMMwHjUM4+/fxX3/GkDQMIxLhmG8DRPzAID/BuB/NAzjTQBHADTfn69hyy8Qe44//PKhnGM7Hc8WW2yxBXYGii222GILAFsZ2mKLLbYAsJWhLbbYYgsAWxnaYosttgCwlaEttthiC4ADkq5TqVR/bm7uLj3KfzxZWVlBJpMZKd6a3+/vM4Og3+9LqX7d25p/M1RDH5fLJQ1/+DNfB8wS7cPdFPv9vjQUY2l3tozQndN6vZ40EeIz9Pt9OJ1OuY7NnnQTr36/v6+NrXGr7Wk4HJbrs9nsSM2x2+3us5y/nmtDNV5yOBxwOp375lSPL6/Tvxuq/YN+Xcsv6jqp2S0qZU9+7/V6sgYdDoc0eftFn/du9/GBlOHc3BxeffXdZOX8fOGXGx78/4jy8MMP/6of4QOXcDiMyclJAIPG75FIRPqIlEol9Pt9aegNmH0uUqmU9ENOJpOIx+NIJBLSNzkcDkv3QW6GRqOBcrmMUqmEtbU1AMDW1ha2t7elH3K5XEatVsP8/Dzm5+cBmC1iu90uIpGIXPfOO++g3++LkgPMnhnBYFA2cLlclja1Tz31FABI0/JREp/Ph0cffRQAROm1Wi05uNxuN4LBIMLhsKXfUDKZlD4mDodD5pP71+12w+PxSE8UfX99MHm9XotS7fV60gN5uH2o7rHUarWknzpgtgj91Kc+JfcHrAqaz/XII4+8q3H5QPok8ssCuK0C1F/Ell+tNBoNWXxs+g7A0ku6UqnA6XRa2n+m02mk02abiUgkgnQ6jfHxcUQiEQDY14YVMBczr6XSjMfjlqb19XodhmHg+vXrYj1OT0+jVqthdXVVPvPIkSO4du2a9Ej2+/0IBAKWfs4ulwv9fh9erxeXLl2S10ZN9D4zbjV1up3FZ6jWwOyTzvXAxl70APi+4fE0DMMsgqA8B6fTabkXrX/+jdLr9eByuSzNnvRn5PN5rK6uYmFhwdLg606NrLu2ErR5q7udXblyBVeuXMHY2BiOHjXzrQ8dOgRg4MYAtmL8VYnug93v9+Hz+VAqlWQBlstl9Ho9xGIxnDx5EgBw7NgxjI+PS6fBQCCASCSCUCgklgQtBlqVwOD07/f7ct3MzAy8Xq9YJG63Gzdv3kQ+n5devI1GA7FYDPV6XSzDSCSCcDgs1/T7fVQqFYRCIVHIzWYT+XweXq9XlCafedREGycOh8NyaHDver1egSaGLbdha4z/E1bR96LSpHS7XUvvaipMrTP4HsMwxAPhutR9zW/evCkeg76X/h7vVu6KMtSWIAB8//vfF/c6l8thZWXFYk4//fTTeOaZZzA+Pi7v0W60LR+c6AXPpuEej0dactbrdSQSCdx77724//77AQDpdBrxeFzaSmp3Sbd1dLlclte4ATqdjtzf7XaLew6YTeHr9Tqazaa46rFYDFtbWwgGg9jc3ARgKrpYLIZSqST3djgcKJVKspkOHz4sCrNaNfP7afGOkgx7ZcM4H91kv98ve5TusJ7PYeyPc6kVZafTkVae+r26DS/f53A4ROFpBcufnU4nfD6fKO5er4dsNotarSZrT+uN/xDK0OFwCAZ05coVvPDCC1hfN1MYnU4ntre3pe8qAPzd3/0dfvCDH+DTn/40PvGJTwAY9E21FeIHK7QGAdMCi0QiyGaz0o/Y5XIhnU5jZmZGLK5wOIxIJCLv46ZhP2UA0t/W5XLJpuh2u7JJaIHEYjH4fD65dygUgsvlQqfTwdKSWcxkb28P8Xgcm5ubYlHu7OwgmUzKfSqVCsLhMAzDEGvR5/MhFovJpuJ1oybDwS/+T+uNfY1vF/DSfbCHrUUqLm1lUpkO7+NhpaXXgr6Gf6No193r9aJer6NQKCAYDAIYWJ23C+T8MrGpNbbYYosteJ8tQ5q+r776Kv75n/8ZgOkWp9Np0e6Li4tYXV3FxMQEJiYmAJgRvVwuh9XVVfzoRz8CAPzpn/4p5ufnbevwA5Zh/KjRaGBra0vm1u12IxaLSXQYgARGhvE3j8djCcZoqg0AAd9Jp+HnlUolcZO9Xi8mJiZQq9XEAllZWUEwGITD4ZDrPB4PisWiWA20Ynw+n7hL2WwWrVYLTqdTos7EHEdNaIERQqCbCgzmRbvCtNK4F7vdrsyHxv4Y9OA8kBalccNhfFBj1MPus76OMQWuIY/Hg0ajgeXlZUxPT1uu+0X0nZ8n74sy5JdxOp3Y3NzEV77yFTFbG40Grl+/Lu5IIBDAzMwMGo0Gdnd3zYe45Qb1ej289dZbAIB/+qd/wl/8xV+IuwzYQZUPQnq9niiYWCyG1dVVdDodC+2CEAeVHzEiKjS6XBr85kLWADcXrNvtlo0SDAYRj8fRbJpVmorFIrxer0Xx5fN57O7uIhKJYHvb7COUSCTQ7XZlEzqdTrTbbfl8wKRmhEIhdDodcfdGcU1pxUTqy7DyoHKkctL8PsCqDLXLzftqLiCjxcOcwWE+6+1e0/caDtA4HA45BLn2dIT6oPKelSHJr4CJ23zjG99As9mU6PHY2Bja7bYs5EqlAo/Hg2AwiEwmI/cJhUJwOp0IhUIAgH/5l3/B8ePH8fu///vv9RFtOYD0ej3B4VqtFkqlksVC8Hg88Pl88Hq9+5Qa14FWQDpqSaoO30fOocvlkoBGvV63/N5qtRAOhzE1NSUKLJPJoFAooN1uC3CezWYRDodl4/j9fhSLReFJ8t67u7tIp9MWOsgoip4zKkQqFBomwMDqa7fb6PV6ctjQwiZthtd2u11LPIBrYtji08KDctha5FrhezudjlCBKDSkqJi1J/CBB1AMw8CNGzcAAF//+tfxwgsvYHt7W1xgmslPPvkkAJO02263kUqlREEePnwYc3NzSKfTsnBffPFFLC8v78sisOXuC6365eVlcXsoHo8H6XQaoVBI3GRuAm4mv9+PUCh020yEYUuf80ulVigU4HA4hMAdCATQaDTgdrslUhwOhxEKhdBsNsU6LZfLFvfe7/eLNUnlHggEUC6X4fF45LAeVWWolRX5lxTSq6iQgP3BDFp7OshCZTnMNbxdYESLtkB5L329fgatNKkcG42GHJ5+v18UqB1AscUWW2y5A7ljy5BaemlpCT/84Q8BAG+++SYOHToEr9crwHQ0GsXp06dx6tQpAGaqVjgchs/nk7xCZh00m03R5l/4whfwxhtv4ObNmzhy5IjlM225e+JwOOSULZVK4grRIojH45KWpU9xnYngcrkkl1hzyzqdDnw+nyUPmZAK3alIJGJxezweDzqdDvx+v2Sb0DKt1WqWz2w0GgKz0GpsNpvCYUwkEvB4PHeEJ33YZJjzN0yU1hYgRecma+trOMjR6/XEa+Br5B8CA+xP7+Vh3JKcQ64DwJzjbrdr4SAylZBrlsHaO9ET78lNZuYAQexcLoc//uM/xvPPP4+xsTEAwJNPPonJyUlZpMwICIVC4uLUajX0ej20Wi0LaHr06FE0m03BikY1W+CDFM3LI/7T6XTE1ZydnRUXmIrI6/UKNw0wlWg2m0W73ZaoLVPjyuWyZH+0Wi1MTk5ifHxc5t3r9Vo2WLlcRqvVsuSo3nPPPdjc3EQmk5H3eTweVCoVyybm5mUwptlsIhAICBEYODiu9GGQn1c4QRfVAAbjxdf0WOmIsT4U6U4TstAke+0+6/tpLHIY79NEbJ0dxWtoIJGQz9c/UGVIrGd7exsvvfQSAODP//zPEQwG0VhKnnEAACAASURBVG63ce+99wIAJicnRdEBJpWhUqkgHo9bQGy/3492uy2vEYOqVCrI5/NyL1vuvgwvrH6/j2QyCQCYmJgQQrVe3Gtra3jnnXcAmEEyr9eLWq1mifyVy2XJDQZM7G9vbw/PPPOMBF1IqqWSCwQCaDabuHLlCjY2NgAA1WoVExMTiEajEoRjpJoHJw9ft9sta4/4IXFpfr9RFG0JAlaFRKyw3W5bsFW/3y+Hm9frleuHKwO1Wi0xXKgnSLrnvW6H6fF13mfYgmf1JK0oacXywHsvMQYbM7TFFltswXuwDKnV9/b2RCunUilcvXoV8XhccJr19XXMzMzI+6jt6/W65CLztGm1WmKWA+apvr29jeXlZQCmZWjjhndX9ImsT2rCHsFgUHiBtOZ2d3exvr4u15w+fVqKITACTJdYRyi9Xi8SiQTq9bqFpAsMLDZiQoVCQfCjS5cuSekvWi58Jk0EpivPa3q9HhqNBhwOh2WdjaJoi1jjvfydOB/3NnFgzeNjXUmKtuo55rxGR53pbWjaFS0+bRlqjBEwo8fDZG/WwtS80V8Z6dowDBw7dgyAGSx57bXXsLy8LIs7FotZgO1jx44JbqOJvP1+H36/XwbglVdewdWrV+H3+8VFGy41ZMv7L7dj/TscDpkDcgzdbrdslHA4jLNnz8qcc16DwaDgg5VKRYB17f4Mu9NUUsScqtUqWq0WEomE3P/MmTO4ceOGpXBAtVq1YI2tVgter/e2RGBmpgCjS63RSscwDFFewCBn3OPxCP0tGAyiWCxK/UftCmt+aTQaRTweFyiE86k/Qx90/L/b7VoON+KD2r12OBxoNpuyNqgY+/0+dnZ25Ln4GQcNlL1nZej3+/HYY48BMAHXxcVFlMtliQAnk0mUy2WkUikAwMsvv4xCoWD5kvfddx9Onz5tSQUj/vPoo4/KpmNqny13T26H5bhcLgtXz+/37yvqqblezWYT9XodlUpF5lMX5WTqVDgcxtbWFur1OuZuVVD3+XzCLABMz2NnZweVSkUCO61WC6lUCoFAQLKY1tbWLJFHKkOv1yvPwLQ/t9stnssoKkNdRg2ABC51oEIHxwDIfHC8arUa1tfXUalU9pVuS6VScnjGYjHE43HLutLBLf7O9cE53tvbQyaTgcPhwOzsLACTyRAMBsUKJDOg1+vJ8+mqOQetXvOelaHH48Hx48cBmNQFAq0k0ZKcy4jz+Pg4JicncfHiRdlgbrcbW1tbkv4FAOfPn8fMzAwuXryIw4cPA4DUp+O9bXn/5XYAtNPplLmiu6SDFfyfyq5SqcAwDMTjcdkoiUQCkUgEy8vLWFxclPv2+31sbGzIYTkzM2NRhuvr68jn8ygWi7I2Wq3WPpeJ0U1dK7HZbFoCPXyPz+cTi2cUlSEwsAzpoWnCOq1Ct9stEBbnkuug1+shk8ng8uXLUqGqVCqhUqmgXC5L0HN8fByGYSAWi1nI01oZ1+t17OzsYG9vD1tbW3JNLBbD1NSU7H+d2gmYBH2fzyeWJWAeeHYAxRZbbLHlPcj74iZPTU0BMDHDfr+PZrNp8dd7vZ4QrMPhMF599VWk02k56b/2ta/h3LlzOHfunGj4RCKBqakpxONxcYX6/b6kUwH76QG2vHe5nUuhgyWsPKNP906ng+XlZalZubKygkKhgBMnTuD06dMAzLx1h8OBqakp6b+xsbEhZGx+bjQalUAHYBZlyOfzyOVyFledRUHomlerVQvZlpgTU/kAyLok1WOURVeKoUupie4MquhK17lcTjy8QqEgeeOEPVZXV7GxsYFwOCxeAtMrWacSgJDqSeFaWlrCzZs3kc1mZd5jsZgkaGhuocfjkXWwubm5zyPQqZ4HrZr/nqPJyWRSlJLX68XJkyfx7W9/W6rUEB9gvuvly5fR6XQQCoXwR3/0RwCA119/HcFgEIVCQYIx6XQajUYDk5OTMoh0i2iCp1IpO7p8F2R4PHVVGafTKYEuHnhXr17FhQsXpOp0KpVCsVhEs9nEpz/9aQDmoVkoFPDqq6+Kmzw7OyvVqdkDhbnLhEJSqRS2t7dRKpVk3re2tvDYY4/h4Ycfxo9//GMAgyZRmqdKpaqLgZI7p0tXjaJoji+VDceE0EKz2RSl9rOf/QzFYlHmeGtrCxMTE/j85z9vCa7l83lsb2+Louv3+8hkMmi325akiVqtJgWDt7e3pbwan+XChQt45513cOPGDSnr73A4cOTIEVkb8XhcuIa8N4tE/EowQ0bxAFOBzc7OotfrWYi7Pp9PosmPP/64VEIhLnTq1Cns7OygVqtJ7wuPx4NwOIxerye4BfENbopEImEXcbgLcruSabr/hMPhgM/nkwU4MzODo0ePivXPYg66GAcrzywsLEjwgqe/0+kUzJCblMrx8OHDyOfzaDQaFirPT37yE3zuc5+Tzme5XE6wSj47rUCuM9ZXrNfrI5/NxPlkqS5WkgIGNS29Xi8uX74MwMTiEomEKENSaILBIM6dOwcA+N73vodwOIxkMinRXWLL9XrdUshDV0c6evSoWPtvvvkmAODGjRt46KGH4PV6JYHjhz/8Ier1Ou655x4A5prq9/vCOABMJRuPx+8IO3zPyjCfz1uY5U899RS++tWvivvSaDQszPVoNIqxsTGEQiEZHA5cqVSynDKMQNECaTQaSKVSYnXmcjnbOrwLMtx/Qpdk42uasjI5OYmzZ8/KRllfX0ehUEAgEJAudOPj4wLKP/vsswDMDbWzs2PptcFTXeetP/3000in01L49+jRo+I+a9oMq5jo+5CnCJhWJzObqPBH0V3WEEer1YLf75eeJ8Cg81232xX2RiqVQjQalfe9/fbbAMz54fjOzc0hEAggEAhIJauNjQ00Go19qZL9fl8yymZnZzE+Po5qtSrzUq/XUS6XceLECbnu9OnTqFarlnJy9XodDodDMpEWFxfxxBNPWAJC71Zss8oWW2yxBe+DZaiTubvdLubn53HmzBk5OZaXl5FKpcRNBswTmkRrANIdTSd/h8NhLC0tIZVKiZZvNpuoVqtiNRA0twMp76/crioIsSNtheviCtPT0+LqJpNJZDIZuN1ugUsCgYCl1QNgujScW1oXdNH4GbFYDM1mE2fOnBGrZHl5GYVCAbu7uxZah07+Z4K/TvQHTI/D4XCIqz6qoilJLLBL6IAtHVqtlsBWrBpOl/jIkSOIRCLSypXXEN7QOemAuVeHW8TyGhaO7fV64hKfPXsWvV4PPp9P5mp2dhblctlSUIIcV0IhutL5QeV9iSYTa+CX/exnPyuL9K233kIsFrPwk2iGcyPs7e1haWkJ7XYb58+fBwAcP34cHo8HhUJBBsPhcGB6eloGOBAIoFariQsO2GW+3qvcLnm+3W4LGZZVkHUGke5mB5h4H8ux6awUZq5w/sgX1BgzXV2taFneiX2aDcPA+vo6qtWqpHS6XC4hcAMDt1kfls1mE6FQCKFQSHBnrShHSXT6nc44AQYRW8IKgOm26rVx6NAh9Pt9WReUWCxmIdh7vV7JGtHtYHXap8460b1vuK912f9kMmmpdkN3nsbW2NjYHQfF3nMJL52vSOW2sLAgEaBr167h8uXLMvgnTpxAp9ORQQJMhdrpdHDt2jWpgxiLxfD4449jaWlJWkTm83ncd999loYwrImnq57YCvH9E+b76gbuw+D0cAmvSCRy21p09AiI+fLvuqUoM0R0vT1Gs3kN0+kCgYA819raGnq9nuCW3Lxca8CAbhMKhcRCvXDhwl0Ytf880u/3pe8w50PvKVqLDHpwj+tqNJRAIACfz4etrS3Zj/V6HfV63RLk0H2P+T63241IJGK5/3CfGtbH5O88TKvVqhhbDLrqHPh3K+9JGXY6HQSDQdHK/HIMgQPmIi2Xy9JEvlKpYGFhAclkUk4Kr9eLRx99FE8//fTgwVwuXLlyBU6nU5L9f/KTn+Dhhx+Wwg/T09MIh8Not9uyCWZmZsQFtxXiexO94DkH5XJZ6gHqznder9diWTDdSifbUzlpIJ2LVlM9hhuUky7B1yYnJyWdUzcPL5fLYpFoq5Prkty5Wq0mRSWGS9SPmvDwqVarckgxy4h/AyCZHrreKCktupBrq9WyWPa8ju0+gAGdh8aQ1+tFIBCwzAXnW5fsGj5g9XdgOmcsFkOr1drXqP7diB1AscUWW2zBHViGmoNWrVZFq1OI0ZAvtLm5ibm5ObEs3njjDcRiMUSjUaysrAAwT51Op2Ppe/vd734X165dw5e//GWxPOPxOJ5//nn87u/+LgCzwAPdHmINf/VXf4Vz587hk5/8pMVSteXdyXAZd4fDAa/XK+ObyWRw+PBhSwc0csk0sK3bhfK1TqdjqVhdKpUkcKaDaT6fT+5Ft5wNngBInivdc8C0ZgqFgtC0qtWqdOOjNREIBOBwODA5OWnhwY2aaGqN3s862NVqtfYFOQFrVz1iwtyzzCRqt9vi4tI6r1ar8hpgtfIajYbgk8OdFXXeMa294crXhmEILDdcDfsg8p4qXVcqFUuJb/r5N27cwEc+8hEAwMWLF5HNZmXRNptN7OzsYGpqSriI3/nOd7C2toZut4tDhw7Jl3rsscfg8Xhw8eJFAIPuak888QQASLTp+vXr+Pd//3cAZjDmb/7mbxCLxSTt607rm42i/Lw2jpxjkpuHFy1L8wODBcnFDAxSsHQwJp/PS/BNu0K6wonT6ZRsFh2pDIVClmoltVoN6XRaop+5XA4ej8ey8RuNBtLptLj1AO6Ij/afXXTLBkZyu92uKENyDrWbzICZVoo89HSrUHJSdSEIAMI1BAZtPvQ1wzg0cWSdIUPRqYTVahXxeFz4kLzPcCm6dyMHVoa6hA8Xnmazr6ysYG1tzbJwV1dXhTgZCASQzWaFtgGYp3gsFoPf75d7fuELX8Du7i663S6+/OUvAzBzH3/84x/jW9/6FgDgc5/7HF544QWcP39esKOFhQV0u138/d//vWy0U6dO7StCacvPF20tNBoNyTQAIKW0yP4HBvXo9DrQNAres9VqoVKpSK55NBpFNBqVQxWAnPRUto1GA/F4HMvLy3L/UCgkeCavCwaDUi4KgFAydLMp4oj9fl/qLI6iaCyNCq7dblsUFw8J3XALgOwzKlSXy2VRajyc9P25NnTNxOHeJsP4HpWZxgh13jmlVqvhyJEjYmwRL7yTdDzbXLLFFltswR1Yhq+99hoAM3GbRRsff/xxACb3KBKJIJ1O45vf/CYA4P7778elS5eEMpNOp9FqtVAul4U8/Wd/9meIRqPweDxyspdKJaytrWFiYkLqJR4/fhwPPPAA/vIv/xIA8P3vfx8vvfQSTp8+jRMnTgAwo52HDx/GtWvX8NWvfhUA8KUvfUk4aoDNRTyIaMoLALHudHN2WgQ6IgwMCL18rdVqIZvNipuscSJNz6I1CgzwrW63KwUeTpw4IVYJ8WTSK5jOGQqFkMvl0O/3xdVrNBooFAqIxWLiso0iz3DYUtJuM2DOp8b8gP2d81iLEthfNVu7wDr1kZZhq9WyWJQsxKtdW+5RDXGR2qOL9bIa9nBTKv37Xala0+l08L3vfQ+AubCYCUDazBNPPIEHH3wQ8/Pz+OIXvwgA+Nd//Vc0Gg0hYQMmCF+v12UwFhcXMTs7i4WFBSnu+NZbb8lmIZYRCoWQSqXwpS99CQDwzDPPYHx8HO+88/+396UxdqZXmc9bd9/vrb1uLXZ56fbWbU+nlyydTqJ0AgGiBBAQiUED0gBSUObHaGBG+cVIQ36M+EckkihIgECAkAaCIIEMJOnQtNtud9tuu9222y679u3u+/7Nj8/PqfPdqk5cTjsz4/sdqVS3bt373e++y3nP8pznvC1u3IEDB9BsNjE/Py+b58/+7M/w4osv4tlnnwWwswk1ZsmVHemvMNExQ2LQms2muJ8kB9WVQoRd6NrhUqnkiB29/PLLaLVaeOaZZ0SJAXa8j4v51VdfRbPZxDPPPCMJt4WFBczOzjoqTvx+v6MGPplMYmNjw+GaxWIxqWXV/X8HTfR8auJbjQMkc7lm/OF7+ZskvzqOSLJeUn31ej14vV4HITOp1HR9NDHLOhbNBI0mbtWJF5JMEAMJ7LB0P0hl2r6UYaFQkEEk/iyTyUgMqFgs4sKFC3jiiSfwsY99DICd8Y1Go/jzP/9zADZ3WS6Xw9WrV/GpT30KAHD27FmcO3cOly9flkGPx+M4ceIEvvnNbwp27LnnnsPU1JTEJQ4cOIBcLgev1ysKGQDS6TS8Xi+OHj0KwObXe+mllwS8/bM/+7MS03Qzzu8uOrPM3wy4s0k7YB+M2rrQ1qQO1FerVQcubWNjA5VKBZ1OR6jbWC7HDbCysoLTp09jbGxMgNKLi4sIBAJIJBIOcLZmYuY1dAA+Ho+j2WxKU3r9vQZJNNefZjbXirFer6PZbMrY6SoewI4d9luLxWIRd+/exerqqoPliBajbuykkQDVahXlchm9Xk8qinT5LoWYw/7DOpVKOWKL7H+imbXvR/alDHV2aWhoCHfu3EGn05EMMLNQL7/8Mr73ve/JF//85z+P3/iN3wAAfPWrX8WVK1fwyiuvCFDyJ37iJ7C4uIh0Oi0WQqfTwa1bt4TyHbCzzlqeeOIJ/P3f/z2CwaB84TfffFN6dOiKiNu3b8sA/+mf/imeeuopnDp1SpTiXrRVgy46EM3xqVarogx1mRQtRkp/QJwntcfjkSTZ3NwcMpkMms2mHFTRaBSRSET6XnziE59AKpWCZVny3NramrAl6a56Pp/PYVnwfrTVEIlEkM1mJfs4qPOtwwN7NcyidUVrkWEIji8TYh6PRwykbDaLpaUlNBoN8dTY38Tv98shSLowhsQ2NjZEIVKpkcdUQ7joJutkG618PY/aRd+PuOaQK6644gr2aRlqV+j27dvI5/OYnp52WAF0e27dugXAxpL9zd/8DX7lV34FAPDFL34RX/va1/AP//AP+OpXvwrAPnXOnDmDdrstPZJv3LiBhYUFjI+PC2AbsBlLeApMT09jeHgY2WxWzOtKpYKLFy/iueeek1NsdnYWt2/fFj6806dP45vf/Cb+7u/+Dj//8z8PAJIEGvTkSj8EqR+EXS6XJU7E57UrTOH/NeECsYF0UWdmZhCNRlEsFh3uWCwWkyZAyWRSLAr+Hh4eRiaTcXDw8fO0dcP6Wlop9XodIyMjyOfz8r5BDI9oxhifz4d2u+0oteM8lkolRzmerk2mGGMEkL+5uYlcLodWq+Uo0eW1tVXp8XgcJB6WZSEcDks8eX19HcPDw+Ll8Vr9nfD6PZK9Ei/3K/tSht1uVxIcBLCGQiHHzRQKBWxsbAgrSCwWw8WLF6VPwqc//Wl8/vOfx/z8PP7oj/4IAPB7v/d7OHbsGObm5oTC5+WXX8axY8ccirZerzuU1eLiorQiJbkjN9yVK1dw8uRJAPbk6ljj6uoqjh07huvXr+Mv/uIvANjK/bOf/axg2AZVdF0pE0x6PPL5vANczfdoRbTXQoxEIvI6xorGx8cRj8fRarUEWcCYImuHGe7QGLaJiQmsr69LhQnvhaQAvE+6crw2/9fr9STOPaiilZqmO6P0g6ephHSskeuC6ADSqPH9fB3p/G/cuAHAxv1qpMHS0hKq1SpOnz4tbjIrhIhYAXY3kWezen3o6kz2Q40ZAjttIS3LQjwel3gAYGeFSqUS1tfX5TQmGy17VRw+fBgvvPCCKCxgp98JHwOQvim1Ws2Rzh8fHxeCh16vh+3tbYTDYZncfD6PUqkk1S2AncSJxWIS29zY2MD6+jp8Pp/ERF599VUsLy/jC1/4gtz7oIoGt/ZbyZVKBdlsFpOTk44FqAHQzBTq8itWFPj9/l18dMBOwDwajYq1AjibwfPzotEoYrGYlHoBO/Ae3XcXcG4EridWSujvOmiiE09UMP2ZYyabAHvfk+hCX4PtQQF7fwaDQaH5B3aswFarhevXrwOw18fw8LAkuwqFAmZnZxEMBgUNUCwWUa/XEQgEHPFN/ZitCcbGxhxVKSR5eKgVKJ1OR754OBzelTZfW1sTC41uTqlUQrFYFIvye9/7HqLRKH7/939fWGpefPFFpNNpvPHGG/ja174GwCaPHBoaQrVaFZPe7/dL5hKwN2Y+n0e1WpXECxVrNpsVbsRcLocPfehDQj46PDyMXC6HYDDo4FK7ffs2/vZv/xa//Mu/vK9BHATRQeylpSUcP37cAaXptyj7s8Sjo6Mol8tYWVkRReTxeKSHDjcnO6LphvHEn9LCa7fb0olRWyrdblfYi8rl8q5aVrrkhGTwfYMo/dhAXR9OtxmAGB50V7UyJL0bxzIYDCISiTgSL4RZ6UTLzZs3ceTIEUmgPvnkk4L9pNcwMTGBSqWyq6IF2FGIRCvo+uX+hN9+ZPACJq644oore8i+LENiuQDbSqtUKojH45L0uHPnDiqVCg4fPizMx9TUtChv3LiBRqOBjY0NfOMb3wAA/Pqv/zpOnjyJ69evi4nO/rkaz8Z4AF9DDju2DQBs6/X48eM4efIkVldXAdhu8V//9V9LkuTMmTPweDzI5/PinrFW9dq1a2LOD6LoE5VwlX5Xcnl5GVtbW+IRzM/PI51Oi4WwtbUFv9+PU6dOOXgDPR4Pzp49K4mzTCaDxx9/XMhgAXsNRaNRcc9o+SeTSakimp+fRywWg8fjEXeMVU2koN8Lj8YYU7PZdICAB03YMlX/rUHQGp7UX0nC19AqZIIEsOc4Fos5gO5+v1+SZrxuNBrFkSNHxCVuNpsSb+T1E4mEVC1RSArDtdJqtRAOh6V6RcuDJEL3nUDhzZJBZmFhQSo9QqEQEokEIpGIfIn+lozsp/E7v/M7+IM/+AMAwL/927/hox/9KB577DE89dRTAGw3hyVeOk4Zi8WkImVtbQ3dbtcRV6hWq3jllVfw4Q9/WNpIlkolbG5uCqvx6uoqPvaxjzmSP5FIBKurq0gmk/j2t78t9zqIopMSjAdyfH0+H7LZLEqlEn7yJ38SgA1yD4VC8ho2DNcVKGS4PnHihCALvvSlL+HSpUv4uZ/7OcGSsm0oD8+rV6/i4sWLeOGFF+TgisViktHm/DUaDayvr4ubTFdJVxmxZzIfA4PpJkciEQfLuE5EAZD4bz8Jgy5tZGVIrVZz0IFRIdIYYiY5FApJmIqJUM4FY5G6GbxmOKdQ/+jQVj8ZAxEQDxIL3je0RtOALywsYH19HU888QQAu9LD5/PtUoC6iTwpnG7evClA7H/8x3/Et7/9baTTack637hxQwZcB9yHhoaktK/ZbCISiSAcDkv2mgH473znO0L1dfLkSYyMjEhFysWLF/Gtb30LH/jABxwtKuPxOPL5PFZWVgBASooGTfTG4AnLcWq323j66afx27/92xLzYYyQCiwajQplPDdTNptFs9lEvV6XWvMvfvGL+Kd/+icEAgFJbrHPDeFU2WwWTz/9NF544QUHDRzpuTQo+OrVq+IhcBPqChQ2EBvUpAklEAg4LGMedprdhyVuGs2h4VTsR81sLrBzwGjWap/Ph0gkgkQiIQqS/a11xRKtTD7Hfb/XYaazycFg0DHHD0rfBbgxQ1dcccUVAD+CZbiwsIBCoYD3ve990haUYNaFhQXJJpPFmml0nuZvvfWWuLsf/ehHceXKFQSDQbEuGBdkWRBgxx8WFxflNcYYiUkRSsOSwWPHjgnDTjabxVNPPSWldx//+Mdx+fJlvPHGG3jyySfl2jrbCOwuKRsU6T9VSd4KAC+88AL+8A//EKOjo2JBZrNZNBoNKbOLRCIIBoNot9syV6VSCRcvXsTi4qK4u2NjY/jsZz/riOH197349Kc/jWQyiV6v52gkRReNFuTq6qrg2PR30KQMOjM5yNah3++XuSI0Ta91egIaL9rPa9jtdncRsmpWbI4v2bJpIQJ2eSxRBMBOOErzYHo8HnHVdcmlBoxbloVEIgGv1+uASvXX0z80nKEGq545cwaXLl0SvOD09LTUkdLVHB0dRSqVchB/st6Qi/fZZ59FOp1GPp+XSdEMu1SMmUwG1WpVzPFAIICpqSmsra3JwA4PD+Ptt9+Gx+MRlprt7W18//vfFxf82LFjOH36NK5evYqFhQUAdlCebU8ZlB/E6oS9pNVqCXP5V77yFcRiMQwNDQmM6s6dO0in0xIgZxxqfX1d5vgv//IvcfXqVSQSCWkWdvLkSUxNTeHQoUNymJHajesgn89jfX0d8XjcgTdtNBool8uiDM+fP78nNVX/ZqXbpeOigybGGElebG9v7wLRMzanExNURJoxhoYK99Ddu3cFqK1jxYlEAuvr61KLHIvFkMvlHMQNPp/PEaP0+XyYnp5GOBx24F610q5WqxgfH3fAuoDdPAMPhcLLGCNBUL/fj5dffhmZTMZBod5qtZBKpRxWQ6VSkZgQACnwpjWwsbEh2DJuKNJCeb1eWfClUslRjjM9PY1kMomFhQUZ/NnZWWxtbWFhYUHiiGfOnMHp06cluH7+/HnMz8/jscceE6W9tbWF8fFxRxB3EIPrWjT7x6/+6q8CgPQi0RUF5XIZIyMjMm4sur969SquXbsGADhy5AiOHz+Ou3fvioUQDAaxvb3tiB+1Wi3U63WZ8+3tbWkzyjXF9pCFQgFXr14FYCdaotGovI+bQ1PV8zs9CAvyoyQ6EcIEpFYmzWbTQdYA7FB8ce+Fw2GJy7IUtlqtYn193dHR0u/3o9VqYXt7W/b2yMgIfD6fGB285tjYmKOnDftc6xJLjWFMJpM4fPiwA+vIx3tZiD9M9q0MeYp897vfxeTkJDqdjjCOsBJEn7bj4+NoNBqyaEnRrVP7ly5dwic/+UksLy9LGQ5T651ORyAy6XRaiCEB2+rsdrvI5XJi9c3MzGBzcxOZTEYylOfPn8fi4iJOnToFwLZE19fX8eabb8pEDg8Po1QqIR6PO6A7gyZ6EdFl9Xq92suATQAAIABJREFUsnAXFxcxNjaGTqcjMJbR0VF4PB6HqxIIBPD8888LTVswGES328Xdu3fx5S9/GQDwr//6r5iensbMzIwDimVZlqPh+NzcnANYW6/XUSgUsLy8LJl/tpHQFh97dPSz1/C78fMGUbjGGcbqr9hoNpviKgP2mOve2CyT7Ha7UvAwMjKCer0u3JXATksIy7LEMmQfGoY9yE4TjUYdYG8St2qLlVVugH3A0pPT8/mgc+r6ga644ooreIByPPIUHj16FH6/HxcvXhR3l9xlBEICO2l6EnO+/fbbYg3w9K9UKlhbW0Oz2ZTYUSKRgMfjwY0bNyTgztOLp0c8Hsfa2homJiaElMHr9Up8SfOeARA85NLSEo4cOYL5+Xk5nRqNhgDJ92pUPSiiCRd0GRWtwMnJSak15QlNMl1a7HRpNeSBrQImJibwmc98BgDwJ3/yJ1hfX8fKyorDPQoGg7Jejh49ivHxcfj9fmSzWbnWxsYGXnrpJSnzJClsv2WowcS8/qAmxrRwTEKhkISTND2/z+dzNIYKBAJotVqO8jx6gZpFhp4brUXWoxN/DEAsTr6v2WxK8y6uA7LRa6Ycsqnz7/n5+V3dFPk9NHnD/cq+lGG1WhWs3sTEBL773e8ikUg43GL2yODGYLE3Fdrjjz+O69evI5fLiQLr9Xo4f/68xCMB2wy/du2aI2NVq9XQaDRE+TYaDWxubjpIAxqNhrDo6jjUysqK3HsikcCtW7ewsrIiWLl4PC6UQIPYPvLdhIuMVUbPPvssGo2Gg9GkXq8jk8mIC0VlqMey1Wohn8+j2+0KAuCnfuqnJGmmGXAikYiELyYmJhAOh1EqlWQDb2xs4Ny5c9jY2JA5phunN0V/XLBfWQ6q9FebhMNhwWDyOd3PBNhpBcACCLqmVJyUer3uQBGwr7qOxWvMKmDHnLXbDez0z2m324I6ITPRzMwMAPug5P3oAxzALuV4P7IvZRgIBAQy89prr0mmiCeLzg4xyMkFyJv2eDw4ceIE7ty5I0QKzzzzDCqVCm7cuCFZrnw+j2w2i3Q67QjGMosF2ODpfuQ6N2k8Hpc4FGBvZm5owGbSbTQaeOeddwDYGS5mr3TFyyCLjr+w/0in00GhUHDQxTNzzPmPRqPCc0eA/NDQkDCVcOGOj49jampKeOsAJwUT76Fer6NcLsu1zp49K4kXnezSbQY0CoH3RabtQYbVANg1BpFIRBjMAXsOSHShW7bWajUxasrlsqBC+pmBWq2W7KFisYh2u416vb6rTI9wu0gkgng87pj3drst1S18H+/rgx/8oFxD04pRmM1+qKw1fr9fkhmFQgGpVMpR2kOzmtYZsMOPpxlNOp0OHnvsMUnJv/TSSzh16pSj3jWTyWBkZERqTgFbYUUiEXHZ2u02JicnHZYcs1fRaNRB+Hr69GkZ1EKhgE6ng1gsJpNbr9exsrLiaCo0iMqwv6aT80ZFVCwWEY/HHYqn1WohEok4rIZgMIh6vS7WfiwWk/AJr1+v17GxseEoi/T7/Y7N2m63kclkcOvWLZw9exaAPZ8swaRbVavVHHXshGo0m01HXxTW2OqufYMmKysrYl3xcEomkxKG4H6u1+sSkqK3x0Qa6e/8fr+DmJewJRoisVhMiF11ZVooFHKU7AE7/JnATo9rYGcNFotFTE9PCzZ4L0YbWr0PUpLnJlBcccUVV/AjMF2z/6zmM9QxN2ptHaeh9Ho9FItFwR56vV68+uqrmJubE1LOcDgsmDNaHOl0GsCOxRYMBuXkp5XCFofb29tyogSDQRw9elQsvm9961u4du0aZmdnxXJJpVJixdKCHETLcC981tDQkIRCtre3MTw87Ah2c945bqVSCfV6HcYY4SCkRdifzGBXNF1xxM/ktW7fvo3Lly+LVeL3+1EsFh3xKloqnGNgh5eP96nbFewXkPsoCccOgDRTi0ajsmfpOQFw7CGN/2Rljw5HEMqk9zxjgaxEAXaqUuiCc9/pFgKVSkUseCZVS6USPvWpT8nnNRoNSZJpQP6DYkjNft5gjNkGsLivT/j/Ww5YljX2f/smfpzizvGjL+4c7y37UoauuOKKK4+quDFDV1xxxRW4ytAVV1xxBYCrDF1xxRVXALwHytAYM2KMuXTvZ8MYs6r+9v/wKzzw5/5nY8zbxpg/fVif4Yot7hw/+uLO8XucQDHG/C6AimVZv9/3vLn3We9ZUagx5haA5y3L+pG4+Y0xXsuyBrcYeZ/izvGjL4M6xw/NTTbGHDHGXDPG/DmAtwDMGmMK6v+fM8Z8/d7jCWPM/zLGXDDGnDfGvP+HXPvrAOYA/G9jzH8yxkSNMX98770XjTGfvve6w8aYf7333OvGmOfuPf+iMeZ7xpi/B3DlIQ3BIy/uHD/6MlBzzPrT9+IHwO8C+C/3Hh8B0APw9L2/vQAK6rWfA/D1e4//CsD77z0+CODqvcfPAfjKu3zWCoDkvcf/E8Dn7j1OAbgJIAggDCB47/ljAM7de/wigAqAuffy+w/CjzvHj/7PoM7xvmn/9ym3Lcu6cB+vexHA42anGiBljAlZlnUOwLn7eP8nAXzKGPPf7v0dhH3ibAP4sjHmNIAOgMPqPWcty1q6ny/hyg8Ud44ffRmIOX7YyrCqHvcA6Non3U/UAHjWsqwHbVRsAHzWsqzbjieN+R8AlgH8ewA+2KfIXvfmyoOLO8ePvgzEHP/YoDWWHXTNG2OOGmOGAPys+vc/A/gt/mGMObPPy/8TgC+o9/+7ew8TANYt26b+D3BOoivvsbhz/OjLozzHP26c4X+F/YVfgR0roPwWgA8ZY940xlwD8OsAYIx5zhjzlfu47n8HEDHGXDHGvAU75gEAXwbwH40xlwHMA9jN+ePKey3uHD/68kjOsVub7IorrrgCtwLFFVdccQWAqwxdccUVVwC4ytAVV1xxBYCrDF1xxRVXAOwTZ+jz+SwCKj0ejzR3opC6uz8pY1k7vY5DoZBQdevXeTweoQwHIP1QdZMYYww8Ho9QvZPiW38mm09ZluXoxmVZljSO4mf0ej1pCDU2NraLAv7u3bvIZDIDBdVIJpNWMpkEsDO+fr9fxrfVakmLSIrX65X1AOw09tHzYvZoJ8B5sqwdGn6uJ84V144xRua90+mg2+2i1WrJtTweDyqVilDXT01NodPpoNlsyrV8Pp/Q0JPOPpfLoVwuD9Qcx2Ixi+0RdMtX7lG22g0EAo42DJxTYO9WnHtUlzj+r0W/xrIs2bec/263K+0kdAuCvd631/3ov+81qvuhc7wvZTg0NARulIMHD6JYLKJWqzk6WgF2f2UObLvdxtjYmHS0AuzOd6VSSb5ULBZDKpXCzMyMNJ8G7D4o0WhUJsTj8WByctLRZYtKlJ/d7XbRbrdRrValk18mk0G320Uul5O/R0dH0Wq1MDZms4H/5m/+Jk6cOIFutyvf59lnn93P8DwSMjY2hi98wYZ6HTp0CB6PBzMzM9L7ptvtYmVlBeVyWfofswUo54Ubyai+u2zzyh8AoqhqtZrMcalUQq/Xk14b29vbiEajCAQCGB4eBmAv9u3tbWQyGWxs2PX9Xq8XGxsbeO211wAAv/Zrv4aRkRG88cYbWFqyCxSi0SieeuopTExMyD186Utfeoij+f+mxONxfOYznwFgt+RlV0H2EH/yySdx9OhRjI+PSwc7Kkbua4o2MrrdrvxopcY9pQ+8Tqcja6PVakmD+kLBLnsuFAooFovY3NyUOc7lcmg0Go6e1zzwqEt8Pp8cnuyddOHC/RTPuG6yK6644gqAfVqGnU5HetA2m03UajVYliWngNfrRbFYhGVZ4q6MjIzg1KlTcnrkcjlUKhX4fD6xAoPBIKampjAxMSHXHx0dxfDwMDwej1h94XAY4XDYcQrQVef7AEjXNO3K6dOjVCphaWkJBw4ckK5vb731Fo4dO7anmz9I0mw2pcOcx+NBMplErVaTU7xQKCCfzyOZTEqIIRgMIhQKiXXn9XqlAxqtAXZT6/V68jrAthz0XIXDYVSrVbmHQqGAcrkMv9+PSsWuworFYhIy4bX8fj+y2azDomRPba5FutfVahWpVOrhDeL/49LtdlGr1QDY893pdBAMBsXSn5mZEauQ1n6/VUh3tT/ctZfQxe7vkqn1RqfTgdfrlc+LRqNiderm8oVCQXQJux9GIhF5jt0Q+3u334/sSxkaY0TpVKtV9Ho9h8lar9flC7JF5FNPPYV2uy1Kx7LstoSzs7Py3mg0irGxMYyMjIgrFIvFEAwGHQMUDocxNDQksSNjDLrdrqM1IeOWQ0NDci1+Du9tYmIChUIBuVxO7vPKlSt44YUXMDEx4fhOgybdbldCB4wXlstlade4tbUlDeE5L7odJACJ/bbb7V0xYL0wGQdst9uO53WcOB6PY3NzE5VKRa7VbDblfRTGl9lqslAooNFowLIseS4ej4simJ6elvcNmui4W6PRQDwex8TEBObm5gDYYY9QKAS/3y8KsN89ptHAWB+wdwx4aGgIlmU5FCEPRu4zHmzGGDncQqEQLMvatRd9Ph/K5TIASDyx/33tdhvDw8OONrL3I/uOGfKL6/gPN0W5XEa320U4HMb73vc+eU+1WnXE+VKpFILBoCzmRCKBZDKJqakpiUkCQCQSsW/y3hdlj1fegz4NOGjcFB6PR04Gn88Hr9crlky73cbk5CS2t7clJrKysoLz58/jp3/6p/czJI+c6ARVMBhEp9NBo9HA1tYWANvqTiaTiEQijvHVVpreONwU72Y9DA0Nwe/3y5w2m014PB6Z23g8Ln2YeV/sz+vxeKT3bqVSQaFQkM+u1+uO/r/ATvyq3W7L+/T/B0UsyxILOhgMIpVKYXp6WizDaDSKYDAo87qXcCy1MqRQAe71mNLr9WQ+e72eY/0AkPnRitTj8cgPYM8x9YF+bygUcuilfov03WTflqFusN7pdODxeCRQyb+PHTsmN1AsFh0nfSQSkYbUtNympqYwOjqKkZER+aLGGLEYeC02je63IvRJ5PV6HacSnwMggxOJRJBOp5HP55HJZAAA4+PjOHv2LI4fP44jR47sZ1geKdGL3+/3o1qtol6vo1gsArAD6X6/XzYLsFsZck50Q282b+8XBtZ5LWY3ucGGhoYQj8fRbDYdDcx5wPGanU4H9XpdDlNjDCqVCqrVqsNroMVKZTuIypBZWgBIJpNIpVJIp9PiJQUCAcfcAc6MMbBj6ffPaf/eo6Wo920/EoXX0Wuo0+nA5/MhFAo5MsbBYFDCa8vLy6jX62L8ADuGD9fDfsRNoLjiiiuu4AEsQ7qjzWZTtD018NDQECYmJjA6OirB7mAwiF6vJ2YvXdVkMol0Om3fxD2Xp1aryetoDuvTiSeWtho0FAaAxDFpevNa2jUaGhpCNBrF+Pg4lpeXAQDZbBahUAgvvfQSJicn9zMsj5To05nuVLlcljGPx+OIRCICdwF2LENaA/1xQb6m36ViTEhbeH6/3xFr7PV6GBkZQbvdFsuw0WiIO81ES6PRQDAYFAuW8KpSqSTvo0XRbrcd8apBk263K3shHo9jfHwciURCxpLz2r+3dAyv2+2+q/vbP6a0/vvjhhrfyGSotij5Hp3ECQaDEj4D7Bi2ZVmSEPJ4PIjH45Jc4bXuR/alDHUwmi6Hxv2EQiHMzMyg2WyK0uv1eo74YK/XQyKRwOTk5K5YYL9wELUbzgnrf50G8rbb7V3X61eOfr8fExMTMogrKyuIx+O4evUq5ufn9zMsj5xwMTebTXS7XeTzeZmraDSKcDgs7ghf7/f794zN9IN0tTLk/OqYL2O7nPNqtYpGo4GRkRH5PF6jVqvJxuj1evjIRz6CbDYLwD7cNjY2EIvFsLi4KN+n0+kgEAjIeqRSGDShwhseHhZlqI0Furecl34wdT+wmUIDRhss+nr6vXo+m83mrrXB6+nXtdtt0UGjo6Po9Xqo1WoSZmFSJZFIyH7X8cQfJPtShhohTs3e7XblQycnJzE8POzQyhrOwC+ZSqXQ6/VkIQeDQcTjccTjcceNcyA4IfV6XWAz8gXuWRVa2eo4BQCBbugKiUajgXA4LBCLYrGIfD6PQCCAc+dshnINzRkU0dVChUJBqjqYaGLMV1uCzB73x3L16d9f5cDP4vxy3vmYG9Pr9aJUKqHZbCIUCsm1/H4/QqGQbIxyuYxXXnlFgMPz8/N45513EIlEMDExAcBOsrDqiMr23RIEj7rQWEmlUhgbG0M4HN7z4NqrmozSb+1xz+k1xHXRrwxZQQTY86KriQB77xEpwv0eCoXg8/kcijKZTDrWJxNkzWYTo6OjAB6SMtQ3qwOgXKQTExNot9sIBoOCJI9EIvKleGO0OCiBQEBwahxEmuH9Znez2XRsHJ3iB2zlq10sYGfSOKiBQAD5fB7BYFCCxjMzM8jn86jX65I5pXs1aMJ5LhQKqNVqsugAez4Jo+kvi9QbQyeygJ0MsE6k0ELQlj0VKK8VDAYxNDSEWq0mByorVzRiYGxsDD6fD2fPngVgz2c6nXaUXBaLRTlMqQwH0U02xsieTSQSiEQiDpyodlEpeyVK+l+j57IfWqNheO12G41GQ/QHk7HFYlHmpVQqSTiLcD6fz7cLHeD3+5FMJiUsFwgEEIlEUK/XHWiT+xE3geKKK664ggewDLWW5Qmu3V1WHlBCoRAqlYojHsHTX5vSNJs1PKPdbqPVajlqn3XwW6fRNQmDZVkSZAcgFRS6EJ3WKmOQhAXp7ziIbjIAiaMWCgUB2tO6CgQCMu4aBtX/ux9syznTQXIm5LSbzJCHthRZZcA1RGhWo9GQ54aHh/H888/jyhW7fW4+n0ej0RB4BmAnC/gero1BrTbSY8k51R4V98deVjylH0bD5/otymq1ussbZJwQsEMcuVwO2WxW1l632xWrkAkUJlV1JRkB/5oLwRiDRCIhybSHkkDReB5NjEC8IPFnjL0BO/EkrfiGhoaQSCQcQGwGynW1Ca+vYwS9Xk9MYp/Ph2g06gi+snC7UCjIPVIR6ut4PB50Oh1R5I1GA5VKBZFIROIPgxhPMsYIoUWxWEQqlUIsFhOF4vf7ZQH2x3c11pPCeekPsfA5xg11LFqDsPlbrwO+xu/3yxwzvswN1u12USqVHIdzIpGQQ1e7aIMoDHHoKhMdmuh0OqhUKrKPKXsdgJqZCHCSNxAwT4ULQPbn9vY2AGBtbQ1bW1tSygvsFGKQQYf33O12xZUOh8NikGkjikgX7uOHogwBOMCq1N4MUDPYvbW1JaU9VIQ8iRj41kwzjC/pgG2v10M4HIbX692VgtfVCoxNajBot9tFIpGQDdxoNFCr1eTzarUaAoEALMtyWBalUgm1Wk0U8aBmGtfW1gDY4zQ1NeWoNuk/3ABIUHuvkq0f9DdjR7TyAEhCRFcn6MQXr8MMNueo1+shFArJdTKZDDweDw4ePIjNzU0AkLhnp9MRC2QQy/GAHaXGQ42xNgBC2ZbNZsW6Gh8fd8yFjtX3w29Y/QPYRk4kEkGv15NrFYtFLC8vyzpbX19HPp93oEXGxsYQj8el9BOAlFvqhArnkcLkGhWi/q4/TNyYoSuuuOIKfgTLkCdCMpl0YHyWlpbg9/vFRCWkRYNcW60WMpmMuNd8nXab+VpmE/m3jluQ0FPXKzLWQYA2sMOiouMK/YBxkkXoEr1BLNWyLAt3794FAGxsbAgmjyd2LBbbRfTZD7Ym+Wt/LImWPK2GXC4n9aWaiQjYCcNo14swqFgsJt4E/9/tdoXpCLBLtbLZrIMHMZPJ4MCBAw7XeRDdZO4HwLauRkdHEY/HxcpmKKHVamFhYQGAbS0SeUGhDtCxwFarhc3NTQm1+P1+1Go1wXgCtsehY/+1Wg2VSgXdbles98nJSczOziKRSDhwhiR64WfRI+He1nXK9BIeGuhauxXhcFjolACbNqnVamF4eNiBVep2u+JmRaNRIWjV5i+VpF7c/V8UcMYo6KoDENgFEyHlclncZJJFaJAwY1VU7tVqFYlEYhf56KCJTmbMzMygXC5je3tbCFLT6TROnDiBmZkZB9mBji0RFtXpdESp3b17Fzdv3kQmk5HrJ5NJTExMYHx8XK7F8AXHnkDbfsgU509LIBBwkA1kMhncuXPHURe/uLiIJ554Qjb2ILrJQ0NDOHz4MADgfe97n+DxNJ63Xq9jaWlJXNtyuYx4PO4wMCzLQrFYlLnvdDq4ffs2FhcXxX3l2kin0/K6VquFlZUV3LlzB4DtJtdqNYyMjEjBw9zcHFKplMOoKZfLCAaDjoPy3ZI4/aDu+5EHVoZ+v1/YLXQszuv1IhaLOU4LTcNFHrx4PC5foFqtolqtOnjtWNFgjJFB5EmkKyTIU0hMYLlclowWr99ut+H1eqUcq9FoyImmQbtzc3MIh8MDHVxn+RtgE2hw7Dm+ZB4+evSosJenUikHlpTA10ajIRbC1atXsbW1JQzYgL3pFhcXkc1m5WCMx+MOADDXnLbSafnz/wAk7kXLIhwOI5lMYmtrCzdu3AAATE9PI51OY3NzUzbdICbJEokEPvnJTwKAKELtJZVKJSwsLGBpaUk8PI6vjqMbY5DNZsWTajQauHbtmoOxGgBOnTqFTCYjr6tWq9ja2pLXeL1eJJNJTE5OSv6BzFb9mFCv1yuKVh+4OomjS3b3I/t2kzVvWCqVQrlcdizUeDzuAEfyZKeSa7fb2N7eFrMYgCQ3QqGQuGPaldHgXl3H2mq1UK/XUSqVxDIkKaUuD6vX69jc3HRkLDlgtAxJVptIJAa+OuHq1asAgD/+4z+Gx+PB1NQUTp48CcAG1nu9XuTzeSlz6+8rwow+65qBHX7LfD6PV199FQCwuLiIVCqFiYkJUW7Ly8tiMQL2ekqn0xgZGRH3iG4y4Mw2h8Nh4WJMJBLY2trC5OSkgOgXFhZQLBbx+OOPS138IIKudR1yvV5HOBxGpVKRg2ttbQ3vvPMOjDFiQc7Nze1KKLI6ifOZy+V20fcHg0G89tprMMZIzX+j0cDm5qZY/wTwJ5NJORTD4bDDbedztVptV9sIDeTX3t9+xU2guOKKK67gAXCGOvXNZj481cPhsDDU6i5njOMBOxAIjW+KRqO4ffs2MpmMxHx4QhBCAdgnCDGGAOQUqlar8vr19XWcPXtWLEXAbnAzMjLiiCv0d+Mj80UqlZJY4yBKr9eToPn8/DyuX7+OjY0Ncas0CzYtLpZEacuBQFtahmwARsA7YIdMDh48iAMHDkiDos3NTVy7dg1vvvmmfM74+LiQQwDOUj+9rnQriXQ6jVarhWq1KvcQCARQqVRw48YNHD9+XN43iMKwValUkhp0klzcunULXq8X73//+4XbU5MvALY3V6vVkM/nsbKyAsC2FEkGrJtE9Xo9JJNJsTxrtRpisZjokl6vh3Q6jaNHj8r6YgOqcrnsiEnqNg4srNCtAfqbxfHe70ceWBkS/EygNbCDWdJgWPa4oHJcXl7G66+/DgB4/PHHAQCHDx/G/Pw87ty5IxPi9XqxubmJzc1NPPXUU3KtarUqCtOyLNkAHKDr16/jtddeQzKZxNGjRwFAAulk3w4Gg7Jx6RJ3u10Ui0VEo1FHF7ZBlOeffx6ArazGxsbQ7XZx+vRpAPacra+viysN7OAFdUJM40UBSB341taWxKGmp6dlofIAGhsbw/j4uMQjx8fHMTU15QBmM6mm49K8Du9hfHwctVoNjUZDwL2nTp3C6uqqBOz1+wZN9Npm75jbt28DsMfuueeeQyKRcCjAoaEhOViKxSK2t7fx8ssvy3Oa8JkKjHRvExMTjmtFIhGZz9HRUYyPjyOdTgtigH1MtAFTr9clTwBIC9BdqA/mC/Y7t/uOGVJKpZIjMUJhrE5/cUJgAHsQNzY2MDQ0hEOHDgEAZmdncePGDYRCIQF+VqtVbGxsYGZmxkHTND4+Ln9ns1mZMJ4CJ0+eFHZjHSReWVmRjcImU51OR2IbZFOuVquyWQdxo+jyylAohImJCWQyGZw/fx7ATgE9ABmnsbExRwWKnnseOoTkzMzM4Bd/8RcB7MBtLMuSdo7lchnJZBInTpwAsMOsrcu8dNkkP5Mbgtbj6OgoSqUSOp0OPvGJTwDYqazI5XISzB9U4WHQarVQLpdRqVTwzDPPALDjg/2WIJmj2bbz9u3buHDhAhYXFx3AdyY9qBeGh4cxOTmJ6elpB4We9r5SqRT8fr+j2gSwD9lAIOBoXsVKNd4Tq890BQo/Yy9KuR8k+1aGPAWAnV64+lT2+/2o1+vypSYnJwXLBNjK8Pbt2+h2u0K35PF4kE6nHQ1+otGoZIb55VutFgqFgmQ2Wa86Ojoqp8Xx48dx8OBBB26x0+lgZmZGBoymdbvddpxq4XAYGxsbEqgf1ATK1NQUAFt5TExMYHV11dF3Ih6PY3Z2VizoSCSyyxrkAaVdZxJ16sOm0Wg4XKHJyUlEIhGHG8zMf3/1Qz/5KL0QAGLhh0IhufdarYZQKARjjFSlDOKBp+uCm80mpqamcPjwYQcHKa0rZpiz2Sy2trbEerxw4QLW1tYciY5wOCy4QHqQTIaxvA6w14uuMdbErnqdEV3CeyDqhPtfJ1M0xEbTCu5H3ASKK6644gp+BD5D3QmNJq/X65WetHRzeBrwVE+lUjhw4ACGhobkfQRbNxoNiRk+8cQTCAaDKJVK+OY3vwkA+MhHPuJgzR4fH0c2m0Wz2RTLgkX8/WZyP6lof8yJIG1dQD6IMUPLsnaR7s7NzTncGlbwaH5IfdITF9jtdsU6DwaDggHjKR6NRhGLxQRGw/f2s5sQCM755LV1XWw/q0o0GkU0GnWA6GOxGGZmZnDhwgWsr68DuP/OaY+SMJEFQCw58gnyObLNsH6YoHmGM1ZXVxGNRhGJRDAzMwPABumzYomJkOHhYUQiEYTDYflMrhddc855oxcI2HPPOCEASZ7omCFd+X7SkL2NdU5VAAAcgUlEQVRYs3+Y7DuBotkuvF6vuB2AbdqOjY3hsccec3Ta6idlZGmcZhhZX1/HtWvXZGC3trYQCoXQ7XalPMzr9WJ0dFTMZjae1l2w2E1LlxxRdOUKlSHNeWYdg8GgxEUGVXTFBsG2Whn6/X50u11HYb9+H0UrK2bvdUyILEW6yoiMJ5qSrZ82XotWnPqACwQCEm/kJmR2mxnUQRWPxyMuMUHtem6IH1xaWhJkwRtvvIFLly5JeIGH1GOPPSbJrsnJSSnl49pgqEIjAPop4Ciais/n8wn+WGOU+zHL/QSuJHZ5kFLafccMNS8hvxS1+fT0NGZmZhzU3IFAwKGlNUs1lZVlWSgUCpJOB2yIDON8XLjNZtOx4XR9IxUiJ3qvTKNGqQ8NDaFSqTgGk1x3WmkOmmhLiUpQ96ihRebz+SQhxXnQr+l0OrtgK5wTHcslPKK/57JmrQF2+pcAzv4bOmakn+d1KpWKQIDefPNNvPbaayiXywNdm6ylv9YfAJaWlrC+vo67d+9KC4wrV64gl8vJXvf5fIjH44hGowJgn5ycFLid3v/9ZZM82DQTPS1RPe+06rluqBj5N70MQvWAHWYb3S7kfmVfyrDb7Upmh/CUdyNY0MXSmrRVk6dyIVYqFaysrCAWizmonBjo7S+ro+Jj0bYxxtEljcFXTQfVT0prjN1Xl1luNiLKZrOSQBhEZag3hybO1A1+6BFwTknKoCtQ+nkMqaj04uZG0ePcTw6qr6fJPvrr5Pv/HhoaQqlUwne+8x3BLOZyOcRiMYyNjcl6YVhmkIXWHMNDS0tLAlG7dOkSgJ1+OJzz4eFhBINB2TeA7UmQmFfPKeeu/7DUPYpo6PD6JGTmgQnYB2J/6V0gEBAdAOy42Q8S/hi8gIkrrrjiyh6yb8uQaW2yEWuwbavVQqlUkucBJ8AZ2Inzab9+cXERhUIBjz/+uKDUCdJdXl52uLmZTEZOMEI8dNA1GAw6WgfyfXTvAMjp1Ww2xTKgNej1eiW4PojQGmOMoxFWfysExv4Iq+J7tEVJN0jTO2nGGW01MtSiT3vOF7ATR+pnrelPtLDFgLYOm80mKpWKXHtmZgYjIyPw+Xwy34xHD5rooohWq4X19XXcunULgF248MYbb2BhYUFCDNqDAnbmjjT7wI7bqvc7QyjaMmw2m/D5fPI6xv4ItOb9sc2H5jnovz7jwrpFB5mPKA8lgdKP6SIeie4oy2K0uRsMBhEKhRzZXsAeTGL8lpeXpSE4kxfz8/OYnZ3F3bt3pcQqkUggHo/L+4aHhyXQSuWnM44M4tI10w2w2W+Vg0+XfHR0FKurq/K6QRO6l4CNCU0kEo5sH5WhplLr743DTaHdZdJukYmYz/HauqxOF97rudM9fCk67qR/c7OOjY3J2mOl0vDwsMS5BlEsyxKjo9FoYGtrCzdv3pSkZzKZxPr6Our1uqOkTZOfeL1eYatnIpQ4wWAw6AiZcB3wdfV6XVp/ADv9TnSyhIpQ5wWIU9XAal3eyed4vw8VdO3xeARoq1s6cnFSuWh6Lm4UHR/gRmL8cXV1FfPz846g5+TkpFgfHDRWEOiAaqVScTCmsC+KZsUBnBYJT6larSYbk02HLMsSgPig1q1yPpeWljA7O+vICusWDP1JKq3AdJIKcHoSeq40qJrv7c8Y8jcfk8tQw3QA7LqfQCCAyclJnDlzBoBdWZHP53dtsEGTdrst9cSrq6tYWlpCo9GQ8tVGo4FEIoFMJuMAYmtiVR0zJg8ADzYqSr6PBxxfV6lUBGwPwNHwXXtvbCLVD+nj3BE5Qko+YIfCqz+GfD8yeCvBFVdccWUP2bebTI2vfXltqbXbbWxtbYn7GQqFhP0agOCUut0url+/Lteem5vD9va2w3pbWFgQRgvKP//zPwugMxKJ4PXXX8f8/Lzg4MiGoZvF0GzX12YpHi2QQCCARCKBbDbrIAQYNNGZ+WKxiFwuh9HRUUd7VsbrOHb9YQi6VBpbRgB2pVKRNaDbf1KYidSnunaf+Br+1hZrf2Y6EAjg1KlT+OAHPwjAZrIplUo4d+7cQMeFm82m7L2bN29ia2sLhw8fdrCLf+ADH0CxWJQa7pGREeEcBSDuqsfjEYuPcDkdD9SZfz6XSCTQbreF6XpqagqtVsvBZMU1pkMmtOJpnXq9XuRyOYe3SNHx44fWHY+Sz+eRSqV2xW+q1aoj1e3z+ZDP5wV+Q9OWbLcUthil0kyn06IMdT+VfD4v5vzU1BQsy8Lw8LC4Y0NDQ0I1TjOcxdz98Yh8Pi+DqHtq6D4vgyiMscViMVSrVYyMjDhcYK0Q9espuoOeJuYliShjspOTk7Kw9YGqq0b2wiwyNNPfmU0La82PHj2Kxx57DIAdY97Y2EClUpHQyyAqw0ajIfjBzc1NpFIp1Ot1vPPOOwDs8U2n0zh48KAjph6JRBz7hYUN/T2odXEGE1u6tSzZZljx4vV6MTk5Ke17gZ2Qmw5p8PM0/Kbdbv/AkM1+ZF/KUC/KWCzmKJXi/6nJte+vrchAIIBqtYpsNiuZ3LGxMVGQpGMfHh7GjRs3EA6HJRGSz+cB7NA0RaNR+Hw+Bx1QKBSSWBUX/Pb2tqPiBbAHMpvNSrmgMQb5fB5+v99BGDFootsssG8t8Z0UWm+6qVA4HHYcNv1galYq6WtZliVVKDpjqK1M3RO7/3DSVSn93HXsuzM7OyvWzMrKCr797W9je3tb6NwGkaih0WhIkoyx11gsJvPHRMXhw4cdPbS1+P1+KbHjXDGuqD1IXUrJ+cvn88hms2LAMF45NjYm1l8gEJAWsvTwqAz5N9uMaIYdog76sY73I/tShr1eT6w59gqJxWIOq4ELnG5IMBjE+Pi4KBjW/t6+fVsG48yZMwKy5sDeunULi4uLmJ6elsV8584d+P1+McvfeecdLC0tYX5+XjZwpVJBKpVygMHZ60RXMORyOZTLZbFEPR4PxsfHpVwLGMyNQosKgFQTAc4OeEyccQGywx3nmFx31WpVNphlWYjH48jn88JH6ff70Wg0HE1/CHvaK3Os74FJmv7AO1/PAP3q6qowrZw/fx65XA6HDh0SCvpBnGNjjKz7fD4v7RloGDDJefDgQan+unz5sqMEk64wG7sDEHgMPwNwtv0gjOnll1+W4gjAplvLZDKIxWIOblSddAV2ejLz82i49Pdb4lrcaw39IHETKK644ooreIAECrWstuR0cL3dbkucCXC6rcAO3xgD8xRaknRti8UiOp0ORkZG5JRZWVnByMiIUJEXCgXcunUL5XJZkiobGxtCJKobzpB2HrBPlEwmI+BPwHbLDx06hCtXrji40QZN6OoAdoIjHo+L26tfAzgp9zOZjFjetDZyuZwEzdkbd3R0VOKEBOD3g+T1PdACZewJ2LFO+/GNTIwBO21eK5WKkA0UCgWkUinMzs46iH4HTRKJBH7pl34JgG1BX7lyBVeuXJE9Ojk5KY3dyEa/vLyMfD7vWBuEzGn8YH8MuN1uo1AoYH19Hd///vflWv3sSM1mE41GwxGO0UB7wJ4/1h0DkIQZrU+KhmkBD6lVKLBjctI81gpF0+voeuJarebIAG5sbCCfz2Nubk5uulAowOPxiKlOs7nX60lskS0eme0sFArI5XJSx0jRfVmAnSoKDdZcW1tDu92WzTo2NiabS2erBlHovuTzecTjcRlvwLnAtBujA+mRSESyg1Q6JFpgAo3X6Ha7Duyhfp6PdXULnwPgIHxlVZPGD6ZSKUdmM5VKYX5+XhJwwGAqw2g0Kq00Wq0WDhw4gGKxKBlmtmaYmZmR/Tg9PY1yuewYe4Ku6UqXSiVBHlA5lUolrK+v48qVK1I5RiWmiXjpHve7tJ1OR963urqKXq8nRhRxyDonwZil7pXyULLJzNQCO1AGfSM6G8RkR7lcRjgclhhFLpfD3bt3xfIDIIy26XRagqOk9DfGSAqeoE8O9NbWFhYWFtDpdORUa7fbqFQqjjglB53xq0ajgZWVFQejRigUQrPZxMTExK5YxSCJZqeuVCqS4ddWGaW/vzQXaaPRgMfjccRtqDw1iFaX8Wklpksn+xlOgJ24kAb800Lg69ifuVwui8Kbm5vDU0895eDEHFTrX+/jRqOBQ4cOCeSJbXMXFhYcpba9Xk+UIy16nah85513JCFDT2JlZQXb29vI5XIOqj321+HjaDQqIGsAkhtYWFgQ9AEr0HSsmgegTpzxNz/voVmGVBCdTmcXWw3ZTbSS4ULUVN3VahWWZUkQ2+/3w+/348SJEzJJhUIBIyMjmJubw1tvvQXALtE7cuSIQG16vR6KxaJUJAB2vbJGpAP2xtBlQ5FIBCdOnMDW1pZMpNfrlXvkfQ2iMvT7/bJImXFvNBoOAl8eelqB6T7X7XZbqL84n6Re0i4NEy+E3QA7Hod2e3jaa7dcl/LxOd2CglRs7LEC2AiIer2OYrEoh/MgIgeazaaUvcZiMUlmEs/79ttvo91uI5FIiFHDnuYMZ7VaLUxOTiKXy8mYZ7NZ3L17V/obA3Z1itfrxeLiolyLBx57Mo+NjWFzc9NxUG5tbaFaraJer8v15+fnkUqlHOWyExMTjuQd36Mtw/tVhoN3LLriiiuu7CH7tgw1ppCnR7+rojV1v5tTrVZRq9UQDAbF5GbMIZFISM1ks9lEOByG1+sVF/jgwYMOq5NxKN2Ni7FCXbdqjEEikZCTIpFIIJFIOBic2TqgWCzi2LFjAAbTMjTGyFjmcjlpz6pbeRLk2h+L4RwzJkSqf8CedwbEdaWKJgIFdpitKT+szlRz5OmKFCb72u22uEurq6vI5/MOQhDdh3tQZGhoSKyrsbExKU5gbLjT6WB+fh7pdFr2Jl1m/s05tixLIDNHjx5Fq9VCsVjEwXvN3h5//HGsra0hlUqJx0XvgHO3vr6O9fV1zM/PS8XL5cuXMTY2hiNHjshzBODTBZ+ZmRE2fF6L167VavK9HpqbTOGG6Kfd4abR2SS92NlcnOSQgJ05JhsKrxUIBDA1NYVCoSDXikQijkxjJpORDnoUHX+isC8KN1m1WsWlS5eE1h6wFwIpyphBG0QMWq/XkwV/9+5doVKju0ugra7U0U3a+Zsd7thDY3NzUwLwOjPNIDwXLLut7XUQaZZlhmQ0rZcmodUsOXyu2WyiXq8jl8s5XPpBE8uyJH5eq9UkXMH5e+yxx3DmzBlEIhExTpaXlwE4qdjeeecdhEIhmRf2nen1eoIlbTabiMViOHTokCQmW60WcrmcKOR2u43t7W1kMhmZj8OHD0sClc/5/X4pjAB2+rcQdwrsNLKvVqty0N0v+9QD1ybzw9l2kwPF7LJ+ndbczBxqq4FVCMYYOcXJU7awsCBKk7WL/Ly1tTWUSiUHEJNC9mUOhrYez507h1KphFQqJRNEpX7s2DGJZQxqcJ0Lf3V1FaOjowiHwzIWnG9W7AD2RtHxOgbQaQ0CdnzwrbfewsrKisSTEokEQqEQ5ufn8TM/8zMA7BrYveAybMmghY3E+Jk6m9yvCIEda/FBGE0eJWGBAWBbhq+//jpqtZp4amztm0wmZXxv376N7e1tRxMn1prr8tWDBw/CGOOoP2eVGJVmqVTC5uamowLl5s2bePLJJ/GRj3wEgH3ArqysOBiw2LSKDcTC4bDoJB7IZONnqR5w/wfe4O12V1xxxZU9ZN+WoTaTjTGCDwR2OlrpLF+/xUYC2P7Wk+l0GpZlSQ1kJBLB9vY2VldXJXtMC5AnyvLysjSV5nOsldSlQf29U2ht+v1+B4FELBbD7OysgEEH0XrQuE6/3y8nu553WmmMMaXTaVSrVTn5WY65uLgomWm2Yj1+/Lijoc/Jkyfx/ve/31EKxtgQ76Hb7SKTycj1iWPci9G8H8OowyrAbhLYQRS9/8LhMKLRqFhWwE4N8MjIiGNfBYNBmc/l5WVpGs89++abbyKfz2NyclJQGisrKwiHw1hcXJRr1Wo1YcQHIHXQTz/9tMT1aVnyfgB7DQUCAcl6a25UDbRm3yWu44fiJmvRN0FlSFLIAwcOyA1sbW1ha2vLETRnkJ7mq9frxezsLPx+vyisSCSCTCaDSqUiMAgyz1BZEQqjFztdqlgsJhuF1+TvUqkEr9eLSCTiUIahUAhHjhyRjTiIDaF0SGNsbAwjIyNIJBICfWFcSRN0hMNh9Ho9TE9PA7DH8plnnsHQ0JBssvX1dRQKBalbBoAnn3wSp0+fdhw6hO1wTXU6HbRaLUeBfi6XQ7PZdLjNvG8N7n83ZhudaBlE6Xa7Mnb5fB7NZtMBk+N45/N5qd6hAmWhRLVaFawupVarYXNzExsbG7L3qCdu3bolrvn09LQjhjg6OorNzU3U63WJUZL9Soc6uMY0uQoZqHQjOYZotEK9H9m3MuSCX1lZkcC39sknJycxNzcnlsTU1BTu3r2Lq1evAoD0Jk4mkxJzSiQSGBsbQzAYFEVHS45WI68djUbFUozFYkilUpiamnKUAZG/sD8ryQErFApSFM5Nsb29jQ996EOIRqOiZAc1uE6rYWpqSpqA6wJ6lsNp6y0YDDriNoFAQBQZAKF1v379Ok6ePAnAzjQy1qiBtHqz0sKzLEvugWVZqVRK7pvzqMHEtAr1YTno8ULKjRs3AMDRRkNzlbbbbcTjcUeP8tHRUdlDs7Oz8Hq9ePvtt0U5kXij3W7j9ddfB2BbeKdPn0YkEhFPYmJiwgHuB3YwrbQM/X6/xAOZhZ6cnJRqJ94TK5j4HUqlEmq1GlZXVx0cmPcj+24IpbO9pOz68Ic/DMA2ky9evAhjjGRko9EoDh48KEwz586dQyKRwOjoqATqZ2dnEY1GMTQ05FB0pOHh5iSQl4MRDAYRi8WQTCZF8RFsq+nGCAhmlrTdbiOVSjkUZCKREEXPLNcgJlAsyxIXZ3x8XBQhx5zVH7omHbDnhhunWq2KhcfFHQqFcPDgQaTTabk+pZ94l6V1FKIBqAxTqRTK5bKjuoRKmvdQLpd3uclaEQ66Zbi4uAjAtsqKxaK0fwXscSqVSpienpbxjUQiSCQSYimSFWpsbMzR2oFEvJz3y5cvCw8BDZ3NzU1hKwLsChReQ1uBBw8exMmTJ0XRpdNp4aME7LXYbDYd3Ki5XA4bGxsol8uO1iP3I4O3211xxRVX9pB9WYZer1esObIdk3gBgFDpX7hwQU6UkydPSqAVsONLhw4dEqYKwLZAwuGwo/SGp792ofo1PGOPHo/HAcfgNejm0oqlJcPUvM/nk9NwYmJC4hushe5ncB4EMcZIfJCWOMcY2LGWNaaPlriuOaZlxjHnNTT/JWuL+xv+6Jpjy7LEZdLJj2QyCb/fL3HEXq/ncKH4nLZe+2uiB1VYvw/sYP6YIAHs2P/29jYmJycde0iXNrIxk7bYGTrRxKqWZSGfz2NtbU28sGPHjmFiYkLWD4mAZ2dnHXtzdnYW4+PjMsehUAg+n0/0zdjYGIrFItbW1gSYzRyFTqrcr+xLGTJQDkCqEhKJBC5fvgzAXtysA2Y9MSmb+L5oNIrZ2VmpQgFsl9jv96NUKjlcof4eK/2Mx16vF8FgcBeVE4v4ddF3t9uVAO7IyAhKpRIOHjwoVGMEbl64cEFcrUGtQNFU/azk6Sdq0NTurDvm3xoXyOTXXmOplanGr+kkjqb45zXoVuuuiLodAf/mRu7PIOsql0FUisFgEE8//TQA4NKlSyiVSpJABOy4bbVa3YUr1IiBQCCAaDQqyTDAnmP+vz80Ua/XJaFRq9UwMzOD5557DoBdSRIOh3HmzBnJVm9ubsqBq/d9MBiUMBZgh7TW19dFGa6trQmR837ndl/KMBAI4IknngBgN2bSTMXATkbP6/VKfO7WrVuYm5uThUl+w0wms4tFuVqtijJMJpO7msRQqOSoMPUJwM3bnx0DdrLJTKAMDw9Lf4xwOIyFhQUYY/DMM8847muQRFtNVBoaKqXHhHNKXkK9EdiUSwNmNWifr+Oa4VogLKpfgWlLlIk7HRcmnILJLzKg6Jghr/Eg/TEeNWFS4plnnsHVq1cdyqPX6yGfz2NpaUlYwlOplPQbAeyYbD6fR71eFyXKLLROXmpEBhOm9Xodd+/eFYuPh2Y+n5fXNxoNjI6Ool6vO1AgrVZLFN/GxgZarRZWV1clBqqZcfZ74O1LGZZKJUfAWrOO8MO5mbhINzc34fV6ZSBI+1UoFITyicjybDYrLhpLsphYAXY3DD9+/LhkqPQm61di3Dx0DZrNJqanp6WTHmAvDpLCDqISpGgCX22R99PrAzsLnZg/3c/W5/PtOp37G/f0u7HA7lAID1dd/sf5JNQKsMuwFhcXxc2Kx+NySNMiYSC+P7s8aOLz+WTvjY6O4hd+4Rfw9ttvyzjF43EpddNJlVwuJ54UGaMmJycFZ8iqr1Qq5cD9sRWHZpEZHR0Vq/Ib3/gGPv7xj2N8fFw+L5VKiUXJvb22toZisSiHbrlcRjabxa1btxxZ7/6w2f3K4O56V1xxxRUl+7IMdYvB6elpZDKZd8Vs0SIoFouIRCKOblx0abTJzZpCWmpsJUhiAC203Obn5x0EoQCE6FHXsvYTeZI/TwO/Gajfqz/vIIm25HTsTicfADgsbd2fGnCS/Go3l/EjzTDC/+n564/p0QrUbjljiXwfAcEaRM+YMi2L27dvS4XUIGMNyUkJ2ON9/PhxpFIp6YR38+ZNrKysYHp6Wqw5Wv7cH4RblUol2dsejwflchnNZlNeR7hTu912hNPy+bzA7RqNBv7lX/4FrVZLapNZ3UYANWDDZvL5vKy3zc1N3L17V6ra9PfTc3y/np7Zz4Y3xmwDWLzvN/z/Lwcsyxr7v30TP05x5/jRF3eO95Z9KUNXXHHFlUdV3JihK6644gpcZeiKK664AuA9UIbGmBFjzKV7PxvGmFX1t/+HX+GBP/c/G2PeNsb86cP6DFdscef40Rd3jt/jmKEx5ncBVCzL+v2+5829z3rPUnjGmFsAnrcsa+NHvI7XsqzB4+p6QHHn+NGXQZ3jh+YmG2OOGGOuGWP+HMBbAGaNMQX1/88ZY75+7/GEMeZ/GWMuGGPOG2Pe/0Ou/XUAcwD+tzHmPxljosaYP7733ovGmE/fe91hY8y/3nvudWPMc/eef9EY8z1jzN8DuPKQhuCRF3eOH30ZqDlmofx78QPgdwH8l3uPjwDoAXj63t9eAAX12s8B+Pq9x38F4P33Hh8EcPXe4+cAfOVdPmsFQPLe4/8J4HP3HqcA3AQQBBAGELz3/DEA5+49fhFABcDce/n9B+HHneNH/2dQ5/iBma7vU25blnXhPl73IoDHzQ7gN2WMCVmWdQ7Auft4/ycBfMoY89/u/R2EfeJsA/iyMeY0gA6Aw+o9Zy3LWrqfL+HKDxR3jh99GYg5ftjKsKoe9wDoiumgemwAPGtZ1v6oaZ3v/6xlWbcdTxrzPwAsA/j3AHywT5G97s2VBxd3jh99GYg5/rFBayw76Jo3xhw1xgwB+Fn1738G8Fv8wxhzZp+X/ycAX1Dv/3f3HiYArFu2Tf0f4JxEV95jcef40ZdHeY5/3DjD/wr7C78CO1ZA+S0AHzLGvGmMuQbg1wHAGPOcMeYr93Hd/w4gYoy5Yox5C3bMAwC+DOA/GmMuA5gH0HxvvoYrP0DcOX705ZGcY7cczxVXXHEFbgWKK6644goAVxm64oorrgBwlaErrrjiCgBXGbriiiuuAHCVoSuuuOIKAFcZuuKKK64AcJWhK6644goAVxm64oorrgAA/g+REaIZsfxSCAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 9 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 9 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 9 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 9 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 9 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for x in sample_images:\n",
    "    plot_images(data.feature[x], data.label[x])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "test",
   "language": "python",
   "name": "test"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
